Dataset statistics
| Number of variables | 109 |
|---|---|
| Number of observations | 54813 |
| Missing cells | 520702 |
| Missing cells (%) | 8.7% |
| Total size in memory | 45.6 MiB |
| Average record size in memory | 872.0 B |
Variable types
| Numeric | 86 |
|---|---|
| Categorical | 23 |
pymnt_plan has constant value "n" | Constant |
policy_code has constant value "1" | Constant |
emp_title has a high cardinality: 23913 distinct values | High cardinality |
issue_d has a high cardinality: 72 distinct values | High cardinality |
title has a high cardinality: 1534 distinct values | High cardinality |
zip_code has a high cardinality: 864 distinct values | High cardinality |
earliest_cr_line has a high cardinality: 617 distinct values | High cardinality |
last_pymnt_d has a high cardinality: 72 distinct values | High cardinality |
last_credit_pull_d has a high cardinality: 69 distinct values | High cardinality |
title is highly imbalanced (75.3%) | Imbalance |
next_pymnt_d is highly imbalanced (99.4%) | Imbalance |
last_credit_pull_d is highly imbalanced (56.3%) | Imbalance |
application_type is highly imbalanced (69.0%) | Imbalance |
hardship_flag is highly imbalanced (> 99.9%) | Imbalance |
disbursement_method is highly imbalanced (76.7%) | Imbalance |
debt_settlement_flag is highly imbalanced (92.2%) | Imbalance |
emp_title has 4011 (7.3%) missing values | Missing |
emp_length has 3580 (6.5%) missing values | Missing |
title has 568 (1.0%) missing values | Missing |
mths_since_last_delinq has 28022 (51.1%) missing values | Missing |
mths_since_last_record has 45850 (83.6%) missing values | Missing |
next_pymnt_d has 29936 (54.6%) missing values | Missing |
mths_since_last_major_derog has 40387 (73.7%) missing values | Missing |
open_acc_6m has 19382 (35.4%) missing values | Missing |
open_act_il has 19382 (35.4%) missing values | Missing |
open_il_12m has 19382 (35.4%) missing values | Missing |
open_il_24m has 19382 (35.4%) missing values | Missing |
mths_since_rcnt_il has 20503 (37.4%) missing values | Missing |
total_bal_il has 19382 (35.4%) missing values | Missing |
il_util has 24569 (44.8%) missing values | Missing |
open_rv_12m has 19382 (35.4%) missing values | Missing |
open_rv_24m has 19382 (35.4%) missing values | Missing |
max_bal_bc has 19382 (35.4%) missing values | Missing |
all_util has 19387 (35.4%) missing values | Missing |
inq_fi has 19382 (35.4%) missing values | Missing |
total_cu_tl has 19382 (35.4%) missing values | Missing |
inq_last_12m has 19382 (35.4%) missing values | Missing |
bc_open_to_buy has 562 (1.0%) missing values | Missing |
bc_util has 586 (1.1%) missing values | Missing |
mo_sin_old_il_acct has 1712 (3.1%) missing values | Missing |
mths_since_recent_bc_dlq has 41845 (76.3%) missing values | Missing |
mths_since_recent_inq has 6160 (11.2%) missing values | Missing |
mths_since_recent_revol_delinq has 36579 (66.7%) missing values | Missing |
num_tl_120dpd_2m has 2007 (3.7%) missing values | Missing |
percent_bc_gt_75 has 571 (1.0%) missing values | Missing |
annual_inc is highly skewed (γ1 = 30.286367) | Skewed |
dti is highly skewed (γ1 = 31.03882459) | Skewed |
total_rec_late_fee is highly skewed (γ1 = 25.57643029) | Skewed |
tot_coll_amt is highly skewed (γ1 = 44.58603239) | Skewed |
delinq_amnt is highly skewed (γ1 = 73.06665215) | Skewed |
num_tl_120dpd_2m is highly skewed (γ1 = 47.51860535) | Skewed |
num_tl_30dpd is highly skewed (γ1 = 23.28436143) | Skewed |
tax_liens is highly skewed (γ1 = 35.84821821) | Skewed |
Unnamed: 0 has unique values | Unique |
delinq_2yrs has 44591 (81.4%) zeros | Zeros |
inq_last_6mths has 34064 (62.1%) zeros | Zeros |
pub_rec has 45850 (83.6%) zeros | Zeros |
out_prncp has 30093 (54.9%) zeros | Zeros |
out_prncp_inv has 30093 (54.9%) zeros | Zeros |
total_rec_late_fee has 53262 (97.2%) zeros | Zeros |
recoveries has 52189 (95.2%) zeros | Zeros |
collection_recovery_fee has 52264 (95.3%) zeros | Zeros |
collections_12_mths_ex_med has 53899 (98.3%) zeros | Zeros |
acc_now_delinq has 54598 (99.6%) zeros | Zeros |
tot_coll_amt has 46412 (84.7%) zeros | Zeros |
open_acc_6m has 15909 (29.0%) zeros | Zeros |
open_act_il has 4230 (7.7%) zeros | Zeros |
open_il_12m has 19607 (35.8%) zeros | Zeros |
open_il_24m has 9719 (17.7%) zeros | Zeros |
total_bal_il has 4041 (7.4%) zeros | Zeros |
open_rv_12m has 13007 (23.7%) zeros | Zeros |
open_rv_24m has 5700 (10.4%) zeros | Zeros |
max_bal_bc has 862 (1.6%) zeros | Zeros |
inq_fi has 17655 (32.2%) zeros | Zeros |
total_cu_tl has 19071 (34.8%) zeros | Zeros |
inq_last_12m has 10254 (18.7%) zeros | Zeros |
acc_open_past_24mths has 2414 (4.4%) zeros | Zeros |
bc_open_to_buy has 691 (1.3%) zeros | Zeros |
bc_util has 676 (1.2%) zeros | Zeros |
chargeoff_within_12_mths has 54367 (99.2%) zeros | Zeros |
delinq_amnt has 54647 (99.7%) zeros | Zeros |
mo_sin_rcnt_rev_tl_op has 832 (1.5%) zeros | Zeros |
mo_sin_rcnt_tl has 853 (1.6%) zeros | Zeros |
mort_acc has 22934 (41.8%) zeros | Zeros |
mths_since_recent_inq has 4045 (7.4%) zeros | Zeros |
num_accts_ever_120_pd has 42385 (77.3%) zeros | Zeros |
num_actv_bc_tl has 1179 (2.2%) zeros | Zeros |
num_il_tl has 1713 (3.1%) zeros | Zeros |
num_tl_120dpd_2m has 52779 (96.3%) zeros | Zeros |
num_tl_30dpd has 54666 (99.7%) zeros | Zeros |
num_tl_90g_dpd_24m has 51951 (94.8%) zeros | Zeros |
num_tl_op_past_12m has 10466 (19.1%) zeros | Zeros |
percent_bc_gt_75 has 15374 (28.0%) zeros | Zeros |
pub_rec_bankruptcies has 47973 (87.5%) zeros | Zeros |
tax_liens has 53183 (97.0%) zeros | Zeros |
total_bc_limit has 571 (1.0%) zeros | Zeros |
total_il_high_credit_limit has 6533 (11.9%) zeros | Zeros |
loan_status_dv has 3952 (7.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-24 19:08:32.560799 |
|---|---|
| Analysis finished | 2023-02-24 19:08:36.272231 |
| Duration | 3.71 seconds |
| Software version | pandas-profiling v0.0.dev0 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
| Distinct | 54813 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 915370.9425 |
| Minimum | 87 |
|---|---|
| Maximum | 1827124 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 87 |
|---|---|
| 5-th percentile | 92970 |
| Q1 | 455431 |
| median | 916773 |
| Q3 | 1374194 |
| 95-th percentile | 1734609.4 |
| Maximum | 1827124 |
| Range | 1827037 |
| Interquartile range (IQR) | 918763 |
Descriptive statistics
| Standard deviation | 528030.0909 |
|---|---|
| Coefficient of variation (CV) | 0.5768482113 |
| Kurtosis | -1.208074204 |
| Mean | 915370.9425 |
| Median Absolute Deviation (MAD) | 459352 |
| Skewness | -0.004567983862 |
| Sum | 5.017422747 × 1010 |
| Variance | 2.788157769 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 442930 | 1 | < 0.1% |
| 1551202 | 1 | < 0.1% |
| 510879 | 1 | < 0.1% |
| 671260 | 1 | < 0.1% |
| 294657 | 1 | < 0.1% |
| 402865 | 1 | < 0.1% |
| 942417 | 1 | < 0.1% |
| 303400 | 1 | < 0.1% |
| 875377 | 1 | < 0.1% |
| 480367 | 1 | < 0.1% |
| Other values (54803) | 54803 |
| Value | Count | Frequency (%) |
| 87 | 1 | |
| 93 | 1 | |
| 119 | 1 | |
| 171 | 1 | |
| 243 | 1 |
| Value | Count | Frequency (%) |
| 1827124 | 1 | |
| 1827068 | 1 | |
| 1827000 | 1 | |
| 1826963 | 1 | |
| 1826921 | 1 |
loan_amnt
Real number (ℝ)
| Distinct | 1354 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15091.65344 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9240.613468 |
|---|---|
| Coefficient of variation (CV) | 0.6122996068 |
| Kurtosis | -0.1454888496 |
| Mean | 15091.65344 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.7723919902 |
| Sum | 827218800 |
| Variance | 85388937.26 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 4529 | 8.3% |
| 20000 | 3246 | 5.9% |
| 15000 | 3068 | 5.6% |
| 12000 | 2929 | 5.3% |
| 35000 | 2182 | 4.0% |
| 5000 | 2066 | 3.8% |
| 8000 | 1818 | 3.3% |
| 6000 | 1754 | 3.2% |
| 25000 | 1668 | 3.0% |
| 16000 | 1582 | 2.9% |
| Other values (1344) | 29971 |
| Value | Count | Frequency (%) |
| 1000 | 229 | |
| 1025 | 1 | < 0.1% |
| 1050 | 1 | < 0.1% |
| 1075 | 1 | < 0.1% |
| 1100 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 810 | |
| 39875 | 1 | < 0.1% |
| 39825 | 1 | < 0.1% |
| 39775 | 1 | < 0.1% |
| 39600 | 3 | < 0.1% |
funded_amnt
Real number (ℝ)
| Distinct | 1354 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15091.65344 |
| Minimum | 1000 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9240.613468 |
|---|---|
| Coefficient of variation (CV) | 0.6122996068 |
| Kurtosis | -0.1454888496 |
| Mean | 15091.65344 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.7723919902 |
| Sum | 827218800 |
| Variance | 85388937.26 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 4529 | 8.3% |
| 20000 | 3246 | 5.9% |
| 15000 | 3068 | 5.6% |
| 12000 | 2929 | 5.3% |
| 35000 | 2182 | 4.0% |
| 5000 | 2066 | 3.8% |
| 8000 | 1818 | 3.3% |
| 6000 | 1754 | 3.2% |
| 25000 | 1668 | 3.0% |
| 16000 | 1582 | 2.9% |
| Other values (1344) | 29971 |
| Value | Count | Frequency (%) |
| 1000 | 229 | |
| 1025 | 1 | < 0.1% |
| 1050 | 1 | < 0.1% |
| 1075 | 1 | < 0.1% |
| 1100 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 810 | |
| 39875 | 1 | < 0.1% |
| 39825 | 1 | < 0.1% |
| 39775 | 1 | < 0.1% |
| 39600 | 3 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
| Distinct | 1392 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15086.71848 |
| Minimum | 775 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 775 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 13000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39225 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9238.686102 |
|---|---|
| Coefficient of variation (CV) | 0.6123721414 |
| Kurtosis | -0.1453878761 |
| Mean | 15086.71848 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.7724772707 |
| Sum | 826948300 |
| Variance | 85353320.89 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 4335 | 7.9% |
| 20000 | 3027 | 5.5% |
| 15000 | 2884 | 5.3% |
| 12000 | 2792 | 5.1% |
| 5000 | 2017 | 3.7% |
| 35000 | 1946 | 3.6% |
| 8000 | 1748 | 3.2% |
| 6000 | 1712 | 3.1% |
| 25000 | 1560 | 2.8% |
| 16000 | 1484 | 2.7% |
| Other values (1382) | 31308 |
| Value | Count | Frequency (%) |
| 775 | 1 | < 0.1% |
| 925 | 1 | < 0.1% |
| 975 | 2 | < 0.1% |
| 1000 | 225 | |
| 1025 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 774 | |
| 39975 | 7 | < 0.1% |
| 39950 | 5 | < 0.1% |
| 39925 | 3 | < 0.1% |
| 39875 | 1 | < 0.1% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| 36 months | |
|---|---|
| 60 months |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 60 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 60 months |
| 4th row | 36 months |
| 5th row | 36 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 39266 | |
| 60 months | 15547 | 28.4% |
Common Values (Plot)
int_rate
Real number (ℝ)
| Distinct | 351 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.93602193 |
| Minimum | 5.31 |
|---|---|
| Maximum | 30.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 5.31 |
|---|---|
| 5-th percentile | 6.24 |
| Q1 | 9.44 |
| median | 12.49 |
| Q3 | 15.61 |
| 95-th percentile | 21.97 |
| Maximum | 30.99 |
| Range | 25.68 |
| Interquartile range (IQR) | 6.17 |
Descriptive statistics
| Standard deviation | 4.813900109 |
|---|---|
| Coefficient of variation (CV) | 0.3721314122 |
| Kurtosis | 0.6795399715 |
| Mean | 12.93602193 |
| Median Absolute Deviation (MAD) | 3.1 |
| Skewness | 0.8021942706 |
| Sum | 709062.17 |
| Variance | 23.17363426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.99 | 1365 | 2.5% |
| 5.32 | 1218 | 2.2% |
| 10.99 | 1065 | 1.9% |
| 13.99 | 1019 | 1.9% |
| 11.49 | 791 | 1.4% |
| 16.99 | 741 | 1.4% |
| 12.99 | 730 | 1.3% |
| 7.89 | 718 | 1.3% |
| 9.17 | 710 | 1.3% |
| 14.99 | 640 | 1.2% |
| Other values (341) | 45816 |
| Value | Count | Frequency (%) |
| 5.31 | 244 | 0.4% |
| 5.32 | 1218 | |
| 5.93 | 47 | 0.1% |
| 6 | 14 | < 0.1% |
| 6.03 | 236 | 0.4% |
| Value | Count | Frequency (%) |
| 30.99 | 19 | |
| 30.94 | 19 | |
| 30.89 | 16 | |
| 30.84 | 21 | |
| 30.79 | 35 |
installment
Real number (ℝ)
| Distinct | 19266 |
|---|---|
| Distinct (%) | 35.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446.7009518 |
| Minimum | 30.12 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 30.12 |
|---|---|
| 5-th percentile | 110.466 |
| Q1 | 251.36 |
| median | 377.04 |
| Q3 | 595.87 |
| 95-th percentile | 989.14 |
| Maximum | 1719.83 |
| Range | 1689.71 |
| Interquartile range (IQR) | 344.51 |
Descriptive statistics
| Standard deviation | 268.8067234 |
|---|---|
| Coefficient of variation (CV) | 0.6017599074 |
| Kurtosis | 0.6638265843 |
| Mean | 446.7009518 |
| Median Absolute Deviation (MAD) | 157.46 |
| Skewness | 1.001391765 |
| Sum | 24485019.27 |
| Variance | 72257.05454 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 602.3 | 104 | 0.2% |
| 301.15 | 100 | 0.2% |
| 332.1 | 99 | 0.2% |
| 361.38 | 93 | 0.2% |
| 327.34 | 86 | 0.2% |
| 451.73 | 70 | 0.1% |
| 498.15 | 69 | 0.1% |
| 318.79 | 67 | 0.1% |
| 180.69 | 66 | 0.1% |
| 240.92 | 65 | 0.1% |
| Other values (19256) | 53994 |
| Value | Count | Frequency (%) |
| 30.12 | 1 | < 0.1% |
| 30.46 | 1 | < 0.1% |
| 30.65 | 2 | |
| 30.75 | 1 | < 0.1% |
| 30.88 | 3 |
| Value | Count | Frequency (%) |
| 1719.83 | 1 | |
| 1715.42 | 1 | |
| 1647.03 | 1 | |
| 1519.13 | 1 | |
| 1507.87 | 1 |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) | 1126 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | D |
|---|---|
| 2nd row | C |
| 3rd row | F |
| 4th row | C |
| 5th row | C |
Common Values
| Value | Count | Frequency (%) |
| B | 16377 | |
| C | 15757 | |
| A | 10915 | |
| D | 7519 | |
| E | 3119 | 5.7% |
| F | 863 | 1.6% |
| G | 263 | 0.5% |
Common Values (Plot)
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| C1 | 3561 |
|---|---|
| B5 | 3485 |
| B4 | 3431 |
| B3 | 3179 |
| C3 | 3170 |
| Other values (30) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | D3 |
|---|---|
| 2nd row | C5 |
| 3rd row | F4 |
| 4th row | C4 |
| 5th row | C2 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 3561 | 6.5% |
| B5 | 3485 | 6.4% |
| B4 | 3431 | 6.3% |
| B3 | 3179 | 5.8% |
| C3 | 3170 | 5.8% |
| B2 | 3150 | 5.7% |
| C2 | 3134 | 5.7% |
| B1 | 3132 | 5.7% |
| C4 | 3096 | 5.6% |
| C5 | 2796 | 5.1% |
| Other values (25) | 22679 |
emp_title
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 23913 |
|---|---|
| Distinct (%) | 47.1% |
| Missing | 4011 |
| Missing (%) | 7.3% |
| Memory size | 428.4 KiB |
| Teacher | 990 |
|---|---|
| Manager | 862 |
| Owner | 529 |
| RN | 380 |
| Registered Nurse | 374 |
| Other values (23908) |
Unique
| Unique | 19870 ? |
|---|---|
| Unique (%) | 39.1% |
Sample
| 1st row | Bookkeeping & Payroll Manager |
|---|---|
| 2nd row | Restaurant manager |
| 3rd row | Officer |
| 4th row | Painter |
| 5th row | office admin |
Common Values
| Value | Count | Frequency (%) |
| Teacher | 990 | 1.8% |
| Manager | 862 | 1.6% |
| Owner | 529 | 1.0% |
| RN | 380 | 0.7% |
| Registered Nurse | 374 | 0.7% |
| Supervisor | 358 | 0.7% |
| Driver | 330 | 0.6% |
| Sales | 311 | 0.6% |
| Project Manager | 296 | 0.5% |
| Office Manager | 242 | 0.4% |
| Other values (23903) | 46130 | |
| (Missing) | 4011 | 7.3% |
emp_length
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 3580 |
| Missing (%) | 6.5% |
| Memory size | 428.4 KiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 1 year | |
| Other values (6) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 7 years |
|---|---|
| 2nd row | 8 years |
| 3rd row | 10+ years |
| 4th row | 5 years |
| 5th row | 10+ years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 18440 | |
| 2 years | 4902 | 8.9% |
| < 1 year | 4607 | 8.4% |
| 3 years | 4485 | 8.2% |
| 1 year | 3582 | 6.5% |
| 5 years | 3344 | 6.1% |
| 4 years | 3205 | 5.8% |
| 6 years | 2428 | 4.4% |
| 7 years | 2203 | 4.0% |
| 8 years | 2157 | 3.9% |
| (Missing) | 3580 | 6.5% |
home_ownership
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 26 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | OWN |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | OWN |
| 4th row | OWN |
| 5th row | MORTGAGE |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 27303 | |
| RENT | 21289 | |
| OWN | 6195 | 11.3% |
| ANY | 26 | < 0.1% |
Common Values (Plot)
annual_inc
Real number (ℝ)
| Distinct | 5501 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78719.39664 |
| Minimum | 0 |
|---|---|
| Maximum | 6240000 |
| Zeros | 46 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 46800 |
| median | 65000 |
| Q3 | 94978 |
| 95-th percentile | 165000 |
| Maximum | 6240000 |
| Range | 6240000 |
| Interquartile range (IQR) | 48178 |
Descriptive statistics
| Standard deviation | 72398.04612 |
|---|---|
| Coefficient of variation (CV) | 0.9196976756 |
| Kurtosis | 2035.261992 |
| Mean | 78719.39664 |
| Median Absolute Deviation (MAD) | 22000 |
| Skewness | 30.286367 |
| Sum | 4314846288 |
| Variance | 5241477082 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 2081 | 3.8% |
| 50000 | 1891 | 3.4% |
| 65000 | 1573 | 2.9% |
| 70000 | 1550 | 2.8% |
| 40000 | 1450 | 2.6% |
| 80000 | 1434 | 2.6% |
| 75000 | 1419 | 2.6% |
| 45000 | 1397 | 2.5% |
| 55000 | 1289 | 2.4% |
| 100000 | 1163 | 2.1% |
| Other values (5491) | 39566 |
| Value | Count | Frequency (%) |
| 0 | 46 | |
| 1 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6240000 | 1 | |
| 5700000 | 1 | |
| 4000040 | 1 | |
| 3740668 | 1 | |
| 3200000 | 1 |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Source Verified |
| 4th row | Verified |
| 5th row | Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 21953 | |
| Not Verified | 18182 | |
| Verified | 14678 |
Common Values (Plot)
issue_d
Categorical
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| Mar-2016 | 1490 |
|---|---|
| Oct-2018 | 1244 |
| May-2018 | 1239 |
| Aug-2018 | 1225 |
| Oct-2015 | 1198 |
| Other values (67) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Apr-2018 |
|---|---|
| 2nd row | Jul-2017 |
| 3rd row | Jul-2014 |
| 4th row | Jun-2018 |
| 5th row | Oct-2013 |
Common Values
| Value | Count | Frequency (%) |
| Mar-2016 | 1490 | 2.7% |
| Oct-2018 | 1244 | 2.3% |
| May-2018 | 1239 | 2.3% |
| Aug-2018 | 1225 | 2.2% |
| Oct-2015 | 1198 | 2.2% |
| Nov-2018 | 1163 | 2.1% |
| Jul-2018 | 1136 | 2.1% |
| Aug-2017 | 1121 | 2.0% |
| Dec-2015 | 1105 | 2.0% |
| Jul-2015 | 1090 | 2.0% |
| Other values (62) | 42802 |
loan_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| Fully Paid | |
|---|---|
| Current | |
| Charged Off |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fully Paid |
|---|---|
| 2nd row | Fully Paid |
| 3rd row | Charged Off |
| 4th row | Current |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 25984 | |
| Current | 24877 | |
| Charged Off | 3952 | 7.2% |
Common Values (Plot)
pymnt_plan
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| n |
|---|
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | n |
|---|---|
| 2nd row | n |
| 3rd row | n |
| 4th row | n |
| 5th row | n |
Common Values
| Value | Count | Frequency (%) |
| n | 54813 |
Common Values (Plot)
purpose
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 1199 |
| Other values (8) | 2832 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | credit_card |
|---|---|
| 2nd row | debt_consolidation |
| 3rd row | other |
| 4th row | medical |
| 5th row | debt_consolidation |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 30873 | |
| credit_card | 12774 | |
| home_improvement | 3784 | 6.9% |
| other | 3351 | 6.1% |
| major_purchase | 1199 | 2.2% |
| medical | 638 | 1.2% |
| car | 603 | 1.1% |
| small_business | 537 | 1.0% |
| vacation | 342 | 0.6% |
| house | 336 | 0.6% |
| Other values (3) | 376 | 0.7% |
title
Categorical
HIGH CARDINALITY  IMBALANCE  MISSING 
| Distinct | 1534 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 568 |
| Missing (%) | 1.0% |
| Memory size | 428.4 KiB |
| Debt consolidation | |
|---|---|
| Credit card refinancing | |
| Home improvement | |
| Other | |
| Major purchase | 1131 |
| Other values (1529) |
Unique
| Unique | 1307 ? |
|---|---|
| Unique (%) | 2.4% |
Sample
| 1st row | Credit card refinancing |
|---|---|
| 2nd row | Debt consolidation |
| 3rd row | Other |
| 4th row | Medical expenses |
| 5th row | Cash |
Common Values
| Value | Count | Frequency (%) |
| Debt consolidation | 28887 | |
| Credit card refinancing | 11954 | |
| Home improvement | 3608 | 6.6% |
| Other | 3219 | 5.9% |
| Major purchase | 1131 | 2.1% |
| Medical expenses | 626 | 1.1% |
| Car financing | 569 | 1.0% |
| Business | 513 | 0.9% |
| Vacation | 325 | 0.6% |
| Home buying | 321 | 0.6% |
| Other values (1524) | 3092 | 5.6% |
| (Missing) | 568 | 1.0% |
zip_code
Categorical
| Distinct | 864 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| 750xx | 626 |
|---|---|
| 945xx | 562 |
| 112xx | 554 |
| 300xx | 490 |
| 606xx | 484 |
| Other values (859) |
Unique
| Unique | 18 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 731xx |
|---|---|
| 2nd row | 334xx |
| 3rd row | 331xx |
| 4th row | 941xx |
| 5th row | 085xx |
Common Values
| Value | Count | Frequency (%) |
| 750xx | 626 | 1.1% |
| 945xx | 562 | 1.0% |
| 112xx | 554 | 1.0% |
| 300xx | 490 | 0.9% |
| 606xx | 484 | 0.9% |
| 070xx | 444 | 0.8% |
| 331xx | 433 | 0.8% |
| 891xx | 417 | 0.8% |
| 104xx | 411 | 0.7% |
| 917xx | 409 | 0.7% |
| Other values (854) | 49983 |
addr_state
Categorical
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| CA | |
|---|---|
| TX | |
| NY | |
| FL | |
| IL | 2177 |
| Other values (45) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | OK |
|---|---|
| 2nd row | FL |
| 3rd row | FL |
| 4th row | CA |
| 5th row | NJ |
Common Values
| Value | Count | Frequency (%) |
| CA | 7585 | 13.8% |
| TX | 4520 | 8.2% |
| NY | 4423 | 8.1% |
| FL | 3871 | 7.1% |
| IL | 2177 | 4.0% |
| NJ | 2013 | 3.7% |
| PA | 1900 | 3.5% |
| OH | 1861 | 3.4% |
| GA | 1789 | 3.3% |
| VA | 1509 | 2.8% |
| Other values (40) | 23165 |
dti
Real number (ℝ)
| Distinct | 4543 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 48 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.88683977 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 36 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.94 |
| Q1 | 11.93 |
| median | 17.85 |
| Q3 | 24.52 |
| 95-th percentile | 34.048 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 12.59 |
Descriptive statistics
| Standard deviation | 14.80144444 |
|---|---|
| Coefficient of variation (CV) | 0.7836908992 |
| Kurtosis | 1848.480383 |
| Mean | 18.88683977 |
| Median Absolute Deviation (MAD) | 6.25 |
| Skewness | 31.03882459 |
| Sum | 1034337.78 |
| Variance | 219.0827576 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.2 | 44 | 0.1% |
| 21.6 | 44 | 0.1% |
| 15.6 | 44 | 0.1% |
| 16.22 | 44 | 0.1% |
| 12 | 41 | 0.1% |
| 16 | 40 | 0.1% |
| 14.4 | 40 | 0.1% |
| 17.28 | 37 | 0.1% |
| 14.98 | 37 | 0.1% |
| 17.68 | 37 | 0.1% |
| Other values (4533) | 54357 | |
| (Missing) | 48 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 0.03 | 1 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.11 | 2 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 4 | |
| 942.17 | 1 | < 0.1% |
| 728.13 | 1 | < 0.1% |
| 507.81 | 1 | < 0.1% |
| 429 | 1 | < 0.1% |
delinq_2yrs
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3027019138 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 44591 |
| Zeros (%) | 81.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.849247361 |
|---|---|
| Coefficient of variation (CV) | 2.80555663 |
| Kurtosis | 60.25554448 |
| Mean | 0.3027019138 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.762821566 |
| Sum | 16592 |
| Variance | 0.7212210802 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 44591 | |
| 1 | 6864 | 12.5% |
| 2 | 1978 | 3.6% |
| 3 | 728 | 1.3% |
| 4 | 290 | 0.5% |
| 5 | 139 | 0.3% |
| 6 | 101 | 0.2% |
| 7 | 47 | 0.1% |
| 8 | 24 | < 0.1% |
| 9 | 13 | < 0.1% |
| Other values (10) | 38 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 44591 | |
| 1 | 6864 | 12.5% |
| 2 | 1978 | 3.6% |
| 3 | 728 | 1.3% |
| 4 | 290 | 0.5% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 2 | |
| 16 | 3 | |
| 15 | 2 |
earliest_cr_line
Categorical
| Distinct | 617 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| Sep-2004 | 401 |
|---|---|
| Sep-2005 | 388 |
| Aug-2001 | 381 |
| Sep-2003 | 367 |
| Aug-2000 | 365 |
| Other values (612) |
Unique
| Unique | 44 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Nov-2006 |
|---|---|
| 2nd row | Sep-2001 |
| 3rd row | Dec-1997 |
| 4th row | Apr-1982 |
| 5th row | Mar-2000 |
Common Values
| Value | Count | Frequency (%) |
| Sep-2004 | 401 | 0.7% |
| Sep-2005 | 388 | 0.7% |
| Aug-2001 | 381 | 0.7% |
| Sep-2003 | 367 | 0.7% |
| Aug-2000 | 365 | 0.7% |
| Sep-2002 | 362 | 0.7% |
| Aug-2003 | 362 | 0.7% |
| Aug-2004 | 350 | 0.6% |
| Aug-2006 | 349 | 0.6% |
| Oct-2004 | 344 | 0.6% |
| Other values (607) | 51144 |
inq_last_6mths
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5517669166 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 34064 |
| Zeros (%) | 62.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8533705444 |
|---|---|
| Coefficient of variation (CV) | 1.546614193 |
| Kurtosis | 3.953021639 |
| Mean | 0.5517669166 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.84106495 |
| Sum | 30244 |
| Variance | 0.7282412861 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 34064 | |
| 1 | 14055 | |
| 2 | 4588 | 8.4% |
| 3 | 1580 | 2.9% |
| 4 | 377 | 0.7% |
| 5 | 129 | 0.2% |
| 6 | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 34064 | |
| 1 | 14055 | |
| 2 | 4588 | 8.4% |
| 3 | 1580 | 2.9% |
| 4 | 377 | 0.7% |
| Value | Count | Frequency (%) |
| 6 | 20 | < 0.1% |
| 5 | 129 | 0.2% |
| 4 | 377 | 0.7% |
| 3 | 1580 | 2.9% |
| 2 | 4588 |
mths_since_last_delinq
Real number (ℝ)
| Distinct | 117 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 28022 |
| Missing (%) | 51.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.57982158 |
| Minimum | 0 |
|---|---|
| Maximum | 188 |
| Zeros | 47 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 31 |
| Q3 | 50 |
| 95-th percentile | 74 |
| Maximum | 188 |
| Range | 188 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 21.87641239 |
|---|---|
| Coefficient of variation (CV) | 0.6326352013 |
| Kurtosis | -0.6493849336 |
| Mean | 34.57982158 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4636461381 |
| Sum | 926428 |
| Variance | 478.5774189 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 508 | 0.9% |
| 7 | 503 | 0.9% |
| 6 | 497 | 0.9% |
| 14 | 493 | 0.9% |
| 11 | 492 | 0.9% |
| 9 | 485 | 0.9% |
| 10 | 483 | 0.9% |
| 20 | 478 | 0.9% |
| 8 | 478 | 0.9% |
| 19 | 474 | 0.9% |
| Other values (107) | 21900 | |
| (Missing) | 28022 |
| Value | Count | Frequency (%) |
| 0 | 47 | 0.1% |
| 1 | 160 | |
| 2 | 224 | |
| 3 | 337 | |
| 4 | 395 |
| Value | Count | Frequency (%) |
| 188 | 1 | |
| 148 | 1 | |
| 135 | 1 | |
| 134 | 1 | |
| 125 | 1 |
mths_since_last_record
Real number (ℝ)
| Distinct | 120 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 45850 |
| Missing (%) | 83.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.15608613 |
| Minimum | 1 |
|---|---|
| Maximum | 120 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 55 |
| median | 74 |
| Q3 | 92 |
| 95-th percentile | 112 |
| Maximum | 120 |
| Range | 119 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 26.23179731 |
|---|---|
| Coefficient of variation (CV) | 0.363542408 |
| Kurtosis | -0.4967978401 |
| Mean | 72.15608613 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | -0.3222508715 |
| Sum | 646735 |
| Variance | 688.1071899 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 151 | 0.3% |
| 75 | 148 | 0.3% |
| 82 | 147 | 0.3% |
| 68 | 143 | 0.3% |
| 70 | 141 | 0.3% |
| 79 | 140 | 0.3% |
| 74 | 139 | 0.3% |
| 69 | 136 | 0.2% |
| 85 | 134 | 0.2% |
| 64 | 130 | 0.2% |
| Other values (110) | 7554 | 13.8% |
| (Missing) | 45850 |
| Value | Count | Frequency (%) |
| 1 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 7 | |
| 4 | 17 | |
| 5 | 11 |
| Value | Count | Frequency (%) |
| 120 | 1 | < 0.1% |
| 119 | 27 | < 0.1% |
| 118 | 63 | |
| 117 | 71 | |
| 116 | 65 |
open_acc
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.68443617 |
| Minimum | 0 |
|---|---|
| Maximum | 81 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 81 |
| Range | 81 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.70048459 |
|---|---|
| Coefficient of variation (CV) | 0.48786989 |
| Kurtosis | 3.72403814 |
| Mean | 11.68443617 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.351429374 |
| Sum | 640459 |
| Variance | 32.49552457 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 4708 | 8.6% |
| 8 | 4545 | 8.3% |
| 10 | 4526 | 8.3% |
| 11 | 4324 | 7.9% |
| 7 | 4152 | 7.6% |
| 12 | 3858 | 7.0% |
| 6 | 3536 | 6.5% |
| 13 | 3367 | 6.1% |
| 14 | 2869 | 5.2% |
| 5 | 2576 | 4.7% |
| Other values (49) | 16352 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 34 | 0.1% |
| 2 | 275 | 0.5% |
| 3 | 740 | |
| 4 | 1609 |
| Value | Count | Frequency (%) |
| 81 | 1 | |
| 67 | 1 | |
| 62 | 2 | |
| 60 | 2 | |
| 58 | 1 |
pub_rec
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2048054294 |
| Minimum | 0 |
|---|---|
| Maximum | 47 |
| Zeros | 45850 |
| Zeros (%) | 83.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 47 |
| Range | 47 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6041594593 |
|---|---|
| Coefficient of variation (CV) | 2.949919156 |
| Kurtosis | 758.4969529 |
| Mean | 0.2048054294 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.16233593 |
| Sum | 11226 |
| Variance | 0.3650086523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 45850 | |
| 1 | 7678 | 14.0% |
| 2 | 808 | 1.5% |
| 3 | 281 | 0.5% |
| 4 | 96 | 0.2% |
| 5 | 44 | 0.1% |
| 6 | 19 | < 0.1% |
| 7 | 15 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 4 | < 0.1% |
| Other values (6) | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 45850 | |
| 1 | 7678 | 14.0% |
| 2 | 808 | 1.5% |
| 3 | 281 | 0.5% |
| 4 | 96 | 0.2% |
| Value | Count | Frequency (%) |
| 47 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 13 | 2 | |
| 12 | 3 | |
| 11 | 1 | < 0.1% |
revol_bal
Real number (ℝ)
| Distinct | 28249 |
|---|---|
| Distinct (%) | 51.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16849.07073 |
| Minimum | 0 |
|---|---|
| Maximum | 605627 |
| Zeros | 257 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1628.2 |
| Q1 | 5921 |
| median | 11360 |
| Q3 | 20473 |
| 95-th percentile | 45678.4 |
| Maximum | 605627 |
| Range | 605627 |
| Interquartile range (IQR) | 14552 |
Descriptive statistics
| Standard deviation | 22604.83656 |
|---|---|
| Coefficient of variation (CV) | 1.341607316 |
| Kurtosis | 104.1505562 |
| Mean | 16849.07073 |
| Median Absolute Deviation (MAD) | 6425 |
| Skewness | 7.594864614 |
| Sum | 923548114 |
| Variance | 510978635.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 257 | 0.5% |
| 5738 | 10 | < 0.1% |
| 3198 | 10 | < 0.1% |
| 10779 | 10 | < 0.1% |
| 10007 | 10 | < 0.1% |
| 4952 | 9 | < 0.1% |
| 8008 | 9 | < 0.1% |
| 3350 | 9 | < 0.1% |
| 5980 | 9 | < 0.1% |
| 4218 | 9 | < 0.1% |
| Other values (28239) | 54471 |
| Value | Count | Frequency (%) |
| 0 | 257 | |
| 1 | 2 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 605627 | 1 | |
| 550281 | 1 | |
| 549384 | 1 | |
| 530203 | 1 | |
| 510654 | 1 |
revol_util
Real number (ℝ)
| Distinct | 1064 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 33 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.79900511 |
| Minimum | 0 |
|---|---|
| Maximum | 152.5 |
| Zeros | 281 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.4 |
| Q1 | 31 |
| median | 49.7 |
| Q3 | 68.6 |
| 95-th percentile | 90.6 |
| Maximum | 152.5 |
| Range | 152.5 |
| Interquartile range (IQR) | 37.6 |
Descriptive statistics
| Standard deviation | 24.57773311 |
|---|---|
| Coefficient of variation (CV) | 0.493538637 |
| Kurtosis | -0.8190950264 |
| Mean | 49.79900511 |
| Median Absolute Deviation (MAD) | 18.8 |
| Skewness | 0.01848945097 |
| Sum | 2727989.5 |
| Variance | 604.0649646 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 281 | 0.5% |
| 52 | 126 | 0.2% |
| 60 | 115 | 0.2% |
| 65 | 112 | 0.2% |
| 53 | 110 | 0.2% |
| 44 | 109 | 0.2% |
| 45 | 106 | 0.2% |
| 56 | 105 | 0.2% |
| 58 | 105 | 0.2% |
| 42 | 105 | 0.2% |
| Other values (1054) | 53506 |
| Value | Count | Frequency (%) |
| 0 | 281 | |
| 0.1 | 34 | 0.1% |
| 0.2 | 32 | 0.1% |
| 0.3 | 30 | 0.1% |
| 0.4 | 30 | 0.1% |
| Value | Count | Frequency (%) |
| 152.5 | 1 | |
| 140.4 | 1 | |
| 133.1 | 1 | |
| 131.3 | 1 | |
| 128.7 | 1 |
total_acc
Real number (ℝ)
| Distinct | 103 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.19825589 |
| Minimum | 2 |
|---|---|
| Maximum | 135 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 15 |
| median | 22 |
| Q3 | 31 |
| 95-th percentile | 46 |
| Maximum | 135 |
| Range | 133 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.04581986 |
|---|---|
| Coefficient of variation (CV) | 0.4977970279 |
| Kurtosis | 1.814233066 |
| Mean | 24.19825589 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.008432797 |
| Sum | 1326379 |
| Variance | 145.1017761 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 2076 | 3.8% |
| 18 | 1984 | 3.6% |
| 17 | 1974 | 3.6% |
| 16 | 1956 | 3.6% |
| 20 | 1915 | 3.5% |
| 21 | 1914 | 3.5% |
| 23 | 1891 | 3.4% |
| 22 | 1889 | 3.4% |
| 14 | 1873 | 3.4% |
| 24 | 1811 | 3.3% |
| Other values (93) | 35530 |
| Value | Count | Frequency (%) |
| 2 | 42 | 0.1% |
| 3 | 115 | 0.2% |
| 4 | 241 | |
| 5 | 405 | |
| 6 | 596 |
| Value | Count | Frequency (%) |
| 135 | 1 | |
| 120 | 1 | |
| 110 | 1 | |
| 107 | 1 | |
| 105 | 1 |
initial_list_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| w | |
|---|---|
| f |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | w |
|---|---|
| 2nd row | f |
| 3rd row | f |
| 4th row | w |
| 5th row | w |
Common Values
| Value | Count | Frequency (%) |
| w | 38936 | |
| f | 15877 |
Common Values (Plot)
out_prncp
Real number (ℝ)
| Distinct | 20525 |
|---|---|
| Distinct (%) | 37.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4741.829695 |
| Minimum | 0 |
|---|---|
| Maximum | 39161.59 |
| Zeros | 30093 |
| Zeros (%) | 54.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 7523.68 |
| 95-th percentile | 22094.992 |
| Maximum | 39161.59 |
| Range | 39161.59 |
| Interquartile range (IQR) | 7523.68 |
Descriptive statistics
| Standard deviation | 7642.484935 |
|---|---|
| Coefficient of variation (CV) | 1.611716452 |
| Kurtosis | 3.274687873 |
| Mean | 4741.829695 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.897819061 |
| Sum | 259913911.1 |
| Variance | 58407575.97 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 30093 | |
| 9493.69 | 12 | < 0.1% |
| 7950.86 | 12 | < 0.1% |
| 8457.66 | 11 | < 0.1% |
| 35908.03 | 10 | < 0.1% |
| 8136 | 10 | < 0.1% |
| 3880.74 | 9 | < 0.1% |
| 9044.84 | 9 | < 0.1% |
| 8717.99 | 9 | < 0.1% |
| 8196.01 | 9 | < 0.1% |
| Other values (20515) | 24629 |
| Value | Count | Frequency (%) |
| 0 | 30093 | |
| 0.04 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.34 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 39161.59 | 2 | |
| 39136.96 | 1 | < 0.1% |
| 39078.12 | 2 | |
| 39040.73 | 2 | |
| 39010.32 | 3 |
out_prncp_inv
Real number (ℝ)
| Distinct | 20739 |
|---|---|
| Distinct (%) | 37.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4740.702714 |
| Minimum | 0 |
|---|---|
| Maximum | 39161.59 |
| Zeros | 30093 |
| Zeros (%) | 54.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 7523.18 |
| 95-th percentile | 22083.68 |
| Maximum | 39161.59 |
| Range | 39161.59 |
| Interquartile range (IQR) | 7523.18 |
Descriptive statistics
| Standard deviation | 7641.513392 |
|---|---|
| Coefficient of variation (CV) | 1.611894661 |
| Kurtosis | 3.27666531 |
| Mean | 4740.702714 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.898239928 |
| Sum | 259852137.9 |
| Variance | 58392726.93 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 30093 | |
| 7950.86 | 12 | < 0.1% |
| 9493.69 | 11 | < 0.1% |
| 8457.66 | 11 | < 0.1% |
| 8136 | 10 | < 0.1% |
| 35908.03 | 10 | < 0.1% |
| 8717.99 | 9 | < 0.1% |
| 3880.74 | 9 | < 0.1% |
| 8196.01 | 9 | < 0.1% |
| 9044.84 | 9 | < 0.1% |
| Other values (20729) | 24630 |
| Value | Count | Frequency (%) |
| 0 | 30093 | |
| 0.04 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.34 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 39161.59 | 2 | |
| 39136.96 | 1 | < 0.1% |
| 39078.12 | 2 | |
| 39040.73 | 2 | |
| 39010.32 | 3 |
total_pymnt
Real number (ℝ)
| Distinct | 52289 |
|---|---|
| Distinct (%) | 95.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11951.80306 |
| Minimum | 0 |
|---|---|
| Maximum | 60841.20273 |
| Zeros | 21 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1132.774 |
| Q1 | 4220.100275 |
| median | 9210.81077 |
| Q3 | 16988.94145 |
| 95-th percentile | 32966.208 |
| Maximum | 60841.20273 |
| Range | 60841.20273 |
| Interquartile range (IQR) | 12768.84117 |
Descriptive statistics
| Standard deviation | 10014.32003 |
|---|---|
| Coefficient of variation (CV) | 0.8378919886 |
| Kurtosis | 1.208026355 |
| Mean | 11951.80306 |
| Median Absolute Deviation (MAD) | 5838.452857 |
| Skewness | 1.235883619 |
| Sum | 655114180.9 |
| Variance | 100286605.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21 | < 0.1% |
| 2460.21 | 9 | < 0.1% |
| 2129.65 | 8 | < 0.1% |
| 4861.94 | 8 | < 0.1% |
| 1839.91 | 7 | < 0.1% |
| 1304.58 | 7 | < 0.1% |
| 1824.93 | 7 | < 0.1% |
| 910.77 | 6 | < 0.1% |
| 628.65 | 6 | < 0.1% |
| 1234.95 | 6 | < 0.1% |
| Other values (52279) | 54728 |
| Value | Count | Frequency (%) |
| 0 | 21 | |
| 30.09 | 1 | < 0.1% |
| 61.94 | 1 | < 0.1% |
| 62.4 | 1 | < 0.1% |
| 66.43 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 60841.20273 | 1 | |
| 59683.42178 | 1 | |
| 59683.42171 | 1 | |
| 58697.44209 | 1 | |
| 58425.68392 | 1 |
total_pymnt_inv
Real number (ℝ)
| Distinct | 51672 |
|---|---|
| Distinct (%) | 94.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11947.47293 |
| Minimum | 0 |
|---|---|
| Maximum | 60841.2 |
| Zeros | 21 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1130.026 |
| Q1 | 4219.47 |
| median | 9209.07 |
| Q3 | 16982.15 |
| 95-th percentile | 32945.932 |
| Maximum | 60841.2 |
| Range | 60841.2 |
| Interquartile range (IQR) | 12762.68 |
Descriptive statistics
| Standard deviation | 10010.76883 |
|---|---|
| Coefficient of variation (CV) | 0.8378984315 |
| Kurtosis | 1.207862845 |
| Mean | 11947.47293 |
| Median Absolute Deviation (MAD) | 5836.63 |
| Skewness | 1.235900889 |
| Sum | 654876834 |
| Variance | 100215492.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21 | < 0.1% |
| 2460.21 | 9 | < 0.1% |
| 11784.23 | 8 | < 0.1% |
| 2129.65 | 8 | < 0.1% |
| 4861.94 | 8 | < 0.1% |
| 1839.91 | 7 | < 0.1% |
| 12128.02 | 7 | < 0.1% |
| 16579.95 | 7 | < 0.1% |
| 1824.93 | 7 | < 0.1% |
| 1304.58 | 7 | < 0.1% |
| Other values (51662) | 54724 |
| Value | Count | Frequency (%) |
| 0 | 21 | |
| 30.09 | 1 | < 0.1% |
| 60.39 | 1 | < 0.1% |
| 60.84 | 1 | < 0.1% |
| 66.43 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 60841.2 | 1 | |
| 59683.42 | 2 | |
| 58655.52 | 1 | |
| 58425.68 | 1 | |
| 58096.72 | 1 |
total_rec_prncp
Real number (ℝ)
| Distinct | 25370 |
|---|---|
| Distinct (%) | 46.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9521.674201 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 44 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 707.15 |
| Q1 | 2892.02 |
| median | 7000 |
| Q3 | 14000 |
| 95-th percentile | 28000 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 11107.98 |
Descriptive statistics
| Standard deviation | 8453.995442 |
|---|---|
| Coefficient of variation (CV) | 0.8878685895 |
| Kurtosis | 1.029229582 |
| Mean | 9521.674201 |
| Median Absolute Deviation (MAD) | 4900 |
| Skewness | 1.232571485 |
| Sum | 521911528 |
| Variance | 71470038.94 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 1968 | 3.6% |
| 15000 | 1402 | 2.6% |
| 20000 | 1391 | 2.5% |
| 12000 | 1375 | 2.5% |
| 35000 | 990 | 1.8% |
| 8000 | 987 | 1.8% |
| 5000 | 951 | 1.7% |
| 6000 | 905 | 1.7% |
| 16000 | 695 | 1.3% |
| 25000 | 683 | 1.2% |
| Other values (25360) | 43466 |
| Value | Count | Frequency (%) |
| 0 | 44 | |
| 24.84 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 36.92 | 1 | < 0.1% |
| 38.04 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 137 | |
| 39825 | 1 | < 0.1% |
| 39775 | 1 | < 0.1% |
| 39749.69 | 1 | < 0.1% |
| 39600 | 1 | < 0.1% |
total_rec_int
Real number (ℝ)
| Distinct | 49244 |
|---|---|
| Distinct (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2338.166502 |
| Minimum | 0 |
|---|---|
| Maximum | 26477.8 |
| Zeros | 48 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 181.092 |
| Q1 | 674.94 |
| median | 1459.25 |
| Q3 | 2988.28 |
| 95-th percentile | 7585.634 |
| Maximum | 26477.8 |
| Range | 26477.8 |
| Interquartile range (IQR) | 2313.34 |
Descriptive statistics
| Standard deviation | 2612.472037 |
|---|---|
| Coefficient of variation (CV) | 1.11731651 |
| Kurtosis | 9.439915229 |
| Mean | 2338.166502 |
| Median Absolute Deviation (MAD) | 954.36 |
| Skewness | 2.576624775 |
| Sum | 128161920.5 |
| Variance | 6825010.142 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 48 | 0.1% |
| 1784.23 | 10 | < 0.1% |
| 2862.28 | 9 | < 0.1% |
| 411.07 | 9 | < 0.1% |
| 769.97 | 8 | < 0.1% |
| 1900.48 | 8 | < 0.1% |
| 2933.1 | 7 | < 0.1% |
| 1431.12 | 7 | < 0.1% |
| 2128.02 | 7 | < 0.1% |
| 325.66 | 7 | < 0.1% |
| Other values (49234) | 54693 |
| Value | Count | Frequency (%) |
| 0 | 48 | |
| 0.01 | 1 | < 0.1% |
| 0.44 | 1 | < 0.1% |
| 0.45 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26477.8 | 1 | |
| 25841.2 | 1 | |
| 25405.14 | 1 | |
| 24772.66 | 1 | |
| 24683.42 | 2 |
total_rec_late_fee
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 985 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.089107575 |
| Minimum | 0 |
|---|---|
| Maximum | 724.8000013 |
| Zeros | 53262 |
| Zeros (%) | 97.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 724.8000013 |
| Range | 724.8000013 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 9.746469901 |
|---|---|
| Coefficient of variation (CV) | 8.949042434 |
| Kurtosis | 1221.825557 |
| Mean | 1.089107575 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 25.57643029 |
| Sum | 59697.25349 |
| Variance | 94.99367553 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 53262 | |
| 15 | 326 | 0.6% |
| 30 | 79 | 0.1% |
| 45 | 27 | < 0.1% |
| 60 | 10 | < 0.1% |
| 16.37 | 4 | < 0.1% |
| 19.78 | 4 | < 0.1% |
| 44.03 | 4 | < 0.1% |
| 45.39 | 4 | < 0.1% |
| 90 | 3 | < 0.1% |
| Other values (975) | 1090 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 53262 | |
| 4 × 10-10 | 1 | < 0.1% |
| 5 × 10-10 | 1 | < 0.1% |
| 2.7 × 10-9 | 1 | < 0.1% |
| 3.5 × 10-9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 724.8000013 | 1 | |
| 562.66 | 1 | |
| 530.53 | 1 | |
| 521.17 | 1 | |
| 349.2 | 1 |
recoveries
Real number (ℝ)
| Distinct | 2518 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.87324522 |
| Minimum | 0 |
|---|---|
| Maximum | 28420.45 |
| Zeros | 52189 |
| Zeros (%) | 95.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 28420.45 |
| Range | 28420.45 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 625.4370213 |
|---|---|
| Coefficient of variation (CV) | 6.88252103 |
| Kurtosis | 313.3730044 |
| Mean | 90.87324522 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.89404017 |
| Sum | 4981035.19 |
| Variance | 391171.4676 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 52189 | |
| 150 | 17 | < 0.1% |
| 100 | 13 | < 0.1% |
| 200 | 8 | < 0.1% |
| 50 | 7 | < 0.1% |
| 75 | 6 | < 0.1% |
| 300 | 5 | < 0.1% |
| 1500 | 4 | < 0.1% |
| 250 | 4 | < 0.1% |
| 400 | 4 | < 0.1% |
| Other values (2508) | 2556 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 52189 | |
| 0.06 | 2 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.12 | 3 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 28420.45 | 1 | |
| 22825.59 | 1 | |
| 21011.96 | 1 | |
| 20814.35 | 1 | |
| 17864.09 | 1 |
collection_recovery_fee
Real number (ℝ)
| Distinct | 2485 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.43474205 |
| Minimum | 0 |
|---|---|
| Maximum | 5115.6792 |
| Zeros | 52264 |
| Zeros (%) | 95.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5115.6792 |
| Range | 5115.6792 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 110.3087987 |
|---|---|
| Coefficient of variation (CV) | 7.146786018 |
| Kurtosis | 334.9877661 |
| Mean | 15.43474205 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.48280241 |
| Sum | 846024.5161 |
| Variance | 12168.03107 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 52264 | |
| 18 | 11 | < 0.1% |
| 27 | 10 | < 0.1% |
| 36 | 7 | < 0.1% |
| 9 | 6 | < 0.1% |
| 54 | 5 | < 0.1% |
| 13.5 | 4 | < 0.1% |
| 4.5 | 3 | < 0.1% |
| 108 | 3 | < 0.1% |
| 324 | 3 | < 0.1% |
| Other values (2475) | 2497 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 52264 | |
| 1.812600002 | 1 | < 0.1% |
| 1.835999998 | 1 | < 0.1% |
| 2.1168 | 1 | < 0.1% |
| 2.177999992 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5115.6792 | 1 | |
| 4108.6062 | 1 | |
| 3782.1528 | 1 | |
| 3538.4395 | 1 | |
| 3215.5362 | 1 |
last_pymnt_d
Categorical
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 43 |
| Missing (%) | 0.1% |
| Memory size | 428.4 KiB |
| Feb-2019 | |
|---|---|
| Jan-2019 | 1154 |
| Aug-2018 | 946 |
| Mar-2018 | 942 |
| Jul-2018 | 915 |
| Other values (67) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jul-2018 |
|---|---|
| 2nd row | Aug-2018 |
| 3rd row | Jan-2015 |
| 4th row | Feb-2019 |
| 5th row | Oct-2016 |
Common Values
| Value | Count | Frequency (%) |
| Feb-2019 | 25053 | |
| Jan-2019 | 1154 | 2.1% |
| Aug-2018 | 946 | 1.7% |
| Mar-2018 | 942 | 1.7% |
| Jul-2018 | 915 | 1.7% |
| Oct-2018 | 866 | 1.6% |
| Jan-2018 | 849 | 1.5% |
| Jun-2018 | 836 | 1.5% |
| Nov-2018 | 825 | 1.5% |
| May-2018 | 803 | 1.5% |
| Other values (62) | 21581 |
last_pymnt_amnt
Real number (ℝ)
| Distinct | 36045 |
|---|---|
| Distinct (%) | 65.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3559.148785 |
| Minimum | 0 |
|---|---|
| Maximum | 40736.63 |
| Zeros | 54 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 104.048 |
| Q1 | 312.63 |
| median | 615.99 |
| Q3 | 4089.45 |
| 95-th percentile | 17235.418 |
| Maximum | 40736.63 |
| Range | 40736.63 |
| Interquartile range (IQR) | 3776.82 |
Descriptive statistics
| Standard deviation | 6159.811196 |
|---|---|
| Coefficient of variation (CV) | 1.730697863 |
| Kurtosis | 6.816651601 |
| Mean | 3559.148785 |
| Median Absolute Deviation (MAD) | 414.57 |
| Skewness | 2.520404882 |
| Sum | 195087622.4 |
| Variance | 37943273.97 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 54 | 0.1% |
| 324.65 | 49 | 0.1% |
| 361.38 | 49 | 0.1% |
| 304.72 | 47 | 0.1% |
| 332.1 | 47 | 0.1% |
| 309.74 | 45 | 0.1% |
| 301.15 | 45 | 0.1% |
| 50 | 40 | 0.1% |
| 335.12 | 39 | 0.1% |
| 602.3 | 37 | 0.1% |
| Other values (36035) | 54361 |
| Value | Count | Frequency (%) |
| 0 | 54 | |
| 0.01 | 20 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 40736.63 | 1 | |
| 40716.55 | 1 | |
| 40614.73 | 1 | |
| 40611.8 | 1 | |
| 40581.97 | 1 |
next_pymnt_d
Categorical
IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 29936 |
| Missing (%) | 54.6% |
| Memory size | 428.4 KiB |
| Mar-2019 | |
|---|---|
| Feb-2019 | 13 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mar-2019 |
|---|---|
| 2nd row | Mar-2019 |
| 3rd row | Mar-2019 |
| 4th row | Mar-2019 |
| 5th row | Mar-2019 |
Common Values
| Value | Count | Frequency (%) |
| Mar-2019 | 24864 | |
| Feb-2019 | 13 | < 0.1% |
| (Missing) | 29936 |
Common Values (Plot)
last_credit_pull_d
Categorical
HIGH CARDINALITY  IMBALANCE 
| Distinct | 69 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| Feb-2019 | |
|---|---|
| Jan-2019 | 2031 |
| Dec-2018 | 1315 |
| Jul-2018 | 1272 |
| Nov-2018 | 1221 |
| Other values (64) |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Oct-2018 |
|---|---|
| 2nd row | Sep-2018 |
| 3rd row | Oct-2016 |
| 4th row | Feb-2019 |
| 5th row | Oct-2016 |
Common Values
| Value | Count | Frequency (%) |
| Feb-2019 | 35610 | |
| Jan-2019 | 2031 | 3.7% |
| Dec-2018 | 1315 | 2.4% |
| Jul-2018 | 1272 | 2.3% |
| Nov-2018 | 1221 | 2.2% |
| Oct-2018 | 1211 | 2.2% |
| Aug-2018 | 993 | 1.8% |
| Sep-2018 | 896 | 1.6% |
| Oct-2016 | 807 | 1.5% |
| Apr-2018 | 649 | 1.2% |
| Other values (59) | 8808 | 16.1% |
collections_12_mths_ex_med
Real number (ℝ)
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01806140879 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 53899 |
| Zeros (%) | 98.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1446029225 |
|---|---|
| Coefficient of variation (CV) | 8.006181811 |
| Kurtosis | 103.4911717 |
| Mean | 0.01806140879 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.181264163 |
| Sum | 990 |
| Variance | 0.02091000521 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 53899 | |
| 1 | 848 | 1.5% |
| 2 | 57 | 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 53899 | |
| 1 | 848 | 1.5% |
| 2 | 57 | 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 1 | < 0.1% |
| 3 | 8 | < 0.1% |
| 2 | 57 | 0.1% |
| 1 | 848 | 1.5% |
| 0 | 53899 |
mths_since_last_major_derog
Real number (ℝ)
| Distinct | 128 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 40387 |
| Missing (%) | 73.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.18265631 |
| Minimum | 0 |
|---|---|
| Maximum | 188 |
| Zeros | 6 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 27 |
| median | 44 |
| Q3 | 62 |
| 95-th percentile | 77 |
| Maximum | 188 |
| Range | 188 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.46150752 |
|---|---|
| Coefficient of variation (CV) | 0.4857450708 |
| Kurtosis | -0.4734635936 |
| Mean | 44.18265631 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.09967703984 |
| Sum | 637379 |
| Variance | 460.5963051 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 255 | 0.5% |
| 43 | 253 | 0.5% |
| 42 | 245 | 0.4% |
| 47 | 238 | 0.4% |
| 52 | 231 | 0.4% |
| 48 | 230 | 0.4% |
| 35 | 227 | 0.4% |
| 30 | 227 | 0.4% |
| 39 | 227 | 0.4% |
| 32 | 226 | 0.4% |
| Other values (118) | 12067 | 22.0% |
| (Missing) | 40387 |
| Value | Count | Frequency (%) |
| 0 | 6 | < 0.1% |
| 1 | 30 | 0.1% |
| 2 | 48 | |
| 3 | 55 | |
| 4 | 80 |
| Value | Count | Frequency (%) |
| 188 | 1 | |
| 148 | 1 | |
| 146 | 2 | |
| 135 | 1 | |
| 134 | 2 |
policy_code
Real number (ℝ)
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1 |
| Minimum | 1 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0 |
|---|---|
| Coefficient of variation (CV) | 0 |
| Kurtosis | 0 |
| Mean | 1 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0 |
| Sum | 54813 |
| Variance | 0 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 1 | 54813 |
| Value | Count | Frequency (%) |
| 1 | 54813 |
| Value | Count | Frequency (%) |
| 1 | 54813 |
application_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| Individual | |
|---|---|
| Joint App | 3058 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Joint App |
| 3rd row | Individual |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 51755 | |
| Joint App | 3058 | 5.6% |
Common Values (Plot)
acc_now_delinq
Real number (ℝ)
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004214328718 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 54598 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.07018840302 |
|---|---|
| Coefficient of variation (CV) | 16.65470534 |
| Kurtosis | 529.7399362 |
| Mean | 0.004214328718 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.92302805 |
| Sum | 231 |
| Variance | 0.004926411918 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 54598 | |
| 1 | 202 | 0.4% |
| 2 | 11 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 54598 | |
| 1 | 202 | 0.4% |
| 2 | 11 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 11 | < 0.1% |
| 1 | 202 | 0.4% |
| 0 | 54598 |
tot_coll_amt
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 2722 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 221.2470217 |
| Minimum | 0 |
|---|---|
| Maximum | 215902 |
| Zeros | 46412 |
| Zeros (%) | 84.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 806.4 |
| Maximum | 215902 |
| Range | 215902 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1787.042656 |
|---|---|
| Coefficient of variation (CV) | 8.077137682 |
| Kurtosis | 4198.324707 |
| Mean | 221.2470217 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 44.58603239 |
| Sum | 12127213 |
| Variance | 3193521.454 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 46412 | |
| 50 | 126 | 0.2% |
| 100 | 83 | 0.2% |
| 200 | 54 | 0.1% |
| 75 | 54 | 0.1% |
| 60 | 51 | 0.1% |
| 150 | 45 | 0.1% |
| 65 | 36 | 0.1% |
| 80 | 36 | 0.1% |
| 55 | 35 | 0.1% |
| Other values (2712) | 7881 | 14.4% |
| Value | Count | Frequency (%) |
| 0 | 46412 | |
| 13 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 215902 | 1 | |
| 87092 | 1 | |
| 65103 | 1 | |
| 59924 | 1 | |
| 57557 | 1 |
tot_cur_bal
Real number (ℝ)
| Distinct | 48959 |
|---|---|
| Distinct (%) | 89.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 143859.5742 |
| Minimum | 0 |
|---|---|
| Maximum | 4151547 |
| Zeros | 20 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8104.6 |
| Q1 | 28912 |
| median | 80561 |
| Q3 | 214645 |
| 95-th percentile | 443641.2 |
| Maximum | 4151547 |
| Range | 4151547 |
| Interquartile range (IQR) | 185733 |
Descriptive statistics
| Standard deviation | 164157.3221 |
|---|---|
| Coefficient of variation (CV) | 1.141094175 |
| Kurtosis | 26.30444181 |
| Mean | 143859.5742 |
| Median Absolute Deviation (MAD) | 64127 |
| Skewness | 3.061843583 |
| Sum | 7885374838 |
| Variance | 2.69476264 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20 | < 0.1% |
| 15710 | 6 | < 0.1% |
| 26502 | 5 | < 0.1% |
| 6644 | 5 | < 0.1% |
| 75515 | 5 | < 0.1% |
| 23863 | 5 | < 0.1% |
| 27492 | 4 | < 0.1% |
| 27667 | 4 | < 0.1% |
| 39936 | 4 | < 0.1% |
| 30320 | 4 | < 0.1% |
| Other values (48949) | 54751 |
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4151547 | 1 | |
| 3916686 | 1 | |
| 2655974 | 1 | |
| 2641479 | 1 | |
| 2484676 | 1 |
open_acc_6m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9287347238 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 15909 |
| Zeros (%) | 29.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.131778106 |
|---|---|
| Coefficient of variation (CV) | 1.218623658 |
| Kurtosis | 4.562904977 |
| Mean | 0.9287347238 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.694770872 |
| Sum | 32906 |
| Variance | 1.280921682 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15909 | |
| 1 | 11207 | |
| 2 | 5101 | 9.3% |
| 3 | 2053 | 3.7% |
| 4 | 758 | 1.4% |
| 5 | 239 | 0.4% |
| 6 | 97 | 0.2% |
| 7 | 33 | 0.1% |
| 8 | 18 | < 0.1% |
| 9 | 9 | < 0.1% |
| Other values (2) | 7 | < 0.1% |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 15909 | |
| 1 | 11207 | |
| 2 | 5101 | 9.3% |
| 3 | 2053 | 3.7% |
| 4 | 758 | 1.4% |
| Value | Count | Frequency (%) |
| 11 | 3 | < 0.1% |
| 10 | 4 | < 0.1% |
| 9 | 9 | < 0.1% |
| 8 | 18 | |
| 7 | 33 |
open_act_il
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.775055742 |
| Minimum | 0 |
|---|---|
| Maximum | 38 |
| Zeros | 4230 |
| Zeros (%) | 7.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 38 |
| Range | 38 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.027129166 |
|---|---|
| Coefficient of variation (CV) | 1.090835445 |
| Kurtosis | 13.52763301 |
| Mean | 2.775055742 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.992059769 |
| Sum | 98323 |
| Variance | 9.163510987 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 9248 | |
| 2 | 8404 | |
| 3 | 5250 | 9.6% |
| 0 | 4230 | 7.7% |
| 4 | 2828 | 5.2% |
| 5 | 1545 | 2.8% |
| 6 | 959 | 1.7% |
| 7 | 619 | 1.1% |
| 8 | 520 | 0.9% |
| 9 | 374 | 0.7% |
| Other values (26) | 1454 | 2.7% |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 4230 | |
| 1 | 9248 | |
| 2 | 8404 | |
| 3 | 5250 | |
| 4 | 2828 | 5.2% |
| Value | Count | Frequency (%) |
| 38 | 1 | |
| 37 | 1 | |
| 35 | 1 | |
| 33 | 1 | |
| 32 | 2 |
open_il_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6602974796 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 19607 |
| Zeros (%) | 35.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9177790515 |
|---|---|
| Coefficient of variation (CV) | 1.389947834 |
| Kurtosis | 4.887631986 |
| Mean | 0.6602974796 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.812268781 |
| Sum | 23395 |
| Variance | 0.8423183874 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19607 | |
| 1 | 10554 | |
| 2 | 3700 | 6.8% |
| 3 | 1074 | 2.0% |
| 4 | 333 | 0.6% |
| 5 | 111 | 0.2% |
| 6 | 41 | 0.1% |
| 7 | 7 | < 0.1% |
| 8 | 2 | < 0.1% |
| 11 | 1 | < 0.1% |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 19607 | |
| 1 | 10554 | |
| 2 | 3700 | 6.8% |
| 3 | 1074 | 2.0% |
| 4 | 333 | 0.6% |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 7 | < 0.1% |
| 6 | 41 |
open_il_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.536620474 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 9719 |
| Zeros (%) | 17.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.565164048 |
|---|---|
| Coefficient of variation (CV) | 1.018575552 |
| Kurtosis | 6.930190617 |
| Mean | 1.536620474 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.841328987 |
| Sum | 54444 |
| Variance | 2.449738497 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 11278 | |
| 0 | 9719 | |
| 2 | 7241 | 13.2% |
| 3 | 3715 | 6.8% |
| 4 | 1728 | 3.2% |
| 5 | 859 | 1.6% |
| 6 | 442 | 0.8% |
| 7 | 216 | 0.4% |
| 8 | 111 | 0.2% |
| 9 | 50 | 0.1% |
| Other values (10) | 72 | 0.1% |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 9719 | |
| 1 | 11278 | |
| 2 | 7241 | |
| 3 | 3715 | 6.8% |
| 4 | 1728 | 3.2% |
| Value | Count | Frequency (%) |
| 23 | 1 | |
| 22 | 1 | |
| 18 | 1 | |
| 17 | 1 | |
| 15 | 1 |
mths_since_rcnt_il
Real number (ℝ)
| Distinct | 228 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 20503 |
| Missing (%) | 37.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.40824832 |
| Minimum | 0 |
|---|---|
| Maximum | 488 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 13 |
| Q3 | 24 |
| 95-th percentile | 72 |
| Maximum | 488 |
| Range | 488 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 26.16199624 |
|---|---|
| Coefficient of variation (CV) | 1.222052166 |
| Kurtosis | 18.70608616 |
| Mean | 21.40824832 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 3.492595361 |
| Sum | 734517 |
| Variance | 684.4500471 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 1526 | 2.8% |
| 4 | 1490 | 2.7% |
| 3 | 1484 | 2.7% |
| 6 | 1477 | 2.7% |
| 5 | 1428 | 2.6% |
| 8 | 1407 | 2.6% |
| 13 | 1317 | 2.4% |
| 9 | 1309 | 2.4% |
| 11 | 1274 | 2.3% |
| 12 | 1256 | 2.3% |
| Other values (218) | 20342 | |
| (Missing) | 20503 |
| Value | Count | Frequency (%) |
| 0 | 11 | < 0.1% |
| 1 | 729 | |
| 2 | 1234 | |
| 3 | 1484 | |
| 4 | 1490 |
| Value | Count | Frequency (%) |
| 488 | 1 | |
| 395 | 1 | |
| 338 | 1 | |
| 322 | 1 | |
| 300 | 1 |
total_bal_il
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 25855 |
|---|---|
| Distinct (%) | 73.0% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35146.60187 |
| Minimum | 0 |
|---|---|
| Maximum | 995545 |
| Zeros | 4041 |
| Zeros (%) | 7.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8513.5 |
| median | 22773 |
| Q3 | 45446.5 |
| 95-th percentile | 113337 |
| Maximum | 995545 |
| Range | 995545 |
| Interquartile range (IQR) | 36933 |
Descriptive statistics
| Standard deviation | 43496.52381 |
|---|---|
| Coefficient of variation (CV) | 1.237574089 |
| Kurtosis | 24.1566952 |
| Mean | 35146.60187 |
| Median Absolute Deviation (MAD) | 16835 |
| Skewness | 3.528087222 |
| Sum | 1245279251 |
| Variance | 1891947583 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4041 | 7.4% |
| 6196 | 5 | < 0.1% |
| 4674 | 5 | < 0.1% |
| 10832 | 5 | < 0.1% |
| 2915 | 5 | < 0.1% |
| 6620 | 5 | < 0.1% |
| 24084 | 5 | < 0.1% |
| 2824 | 5 | < 0.1% |
| 7515 | 5 | < 0.1% |
| 5905 | 5 | < 0.1% |
| Other values (25845) | 31345 | |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 4041 | |
| 1 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 995545 | 1 | |
| 614961 | 1 | |
| 610350 | 1 | |
| 510816 | 1 | |
| 508867 | 1 |
il_util
Real number (ℝ)
| Distinct | 171 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 24569 |
| Missing (%) | 44.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.71842349 |
| Minimum | 0 |
|---|---|
| Maximum | 219 |
| Zeros | 165 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 54 |
| median | 71 |
| Q3 | 85 |
| 95-th percentile | 100 |
| Maximum | 219 |
| Range | 219 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 23.7231704 |
|---|---|
| Coefficient of variation (CV) | 0.3452228557 |
| Kurtosis | 0.4510374035 |
| Mean | 68.71842349 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.3577332344 |
| Sum | 2078320 |
| Variance | 562.7888138 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 76 | 572 | 1.0% |
| 79 | 562 | 1.0% |
| 73 | 561 | 1.0% |
| 81 | 556 | 1.0% |
| 83 | 546 | 1.0% |
| 70 | 546 | 1.0% |
| 82 | 541 | 1.0% |
| 71 | 541 | 1.0% |
| 69 | 541 | 1.0% |
| 77 | 540 | 1.0% |
| Other values (161) | 24738 | |
| (Missing) | 24569 |
| Value | Count | Frequency (%) |
| 0 | 165 | |
| 1 | 17 | < 0.1% |
| 2 | 21 | < 0.1% |
| 3 | 46 | 0.1% |
| 4 | 30 | 0.1% |
| Value | Count | Frequency (%) |
| 219 | 1 | |
| 187 | 1 | |
| 186 | 1 | |
| 185 | 2 | |
| 184 | 1 |
open_rv_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.284863538 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 13007 |
| Zeros (%) | 23.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.493800079 |
|---|---|
| Coefficient of variation (CV) | 1.162613799 |
| Kurtosis | 6.821976613 |
| Mean | 1.284863538 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.967569639 |
| Sum | 45524 |
| Variance | 2.231438677 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13007 | |
| 1 | 10580 | |
| 2 | 6122 | 11.2% |
| 3 | 2969 | 5.4% |
| 4 | 1439 | 2.6% |
| 5 | 643 | 1.2% |
| 6 | 326 | 0.6% |
| 7 | 155 | 0.3% |
| 8 | 80 | 0.1% |
| 9 | 55 | 0.1% |
| Other values (8) | 55 | 0.1% |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 13007 | |
| 1 | 10580 | |
| 2 | 6122 | |
| 3 | 2969 | 5.4% |
| 4 | 1439 | 2.6% |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 1 | < 0.1% |
| 14 | 5 | |
| 13 | 6 |
open_rv_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.742485394 |
| Minimum | 0 |
|---|---|
| Maximum | 37 |
| Zeros | 5700 |
| Zeros (%) | 10.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.587527547 |
|---|---|
| Coefficient of variation (CV) | 0.9434972936 |
| Kurtosis | 6.872929531 |
| Mean | 2.742485394 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.903388163 |
| Sum | 97169 |
| Variance | 6.695298807 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 7550 | 13.8% |
| 2 | 6859 | 12.5% |
| 0 | 5700 | 10.4% |
| 3 | 5155 | 9.4% |
| 4 | 3457 | 6.3% |
| 5 | 2351 | 4.3% |
| 6 | 1490 | 2.7% |
| 7 | 1009 | 1.8% |
| 8 | 605 | 1.1% |
| 9 | 418 | 0.8% |
| Other values (18) | 837 | 1.5% |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 5700 | |
| 1 | 7550 | |
| 2 | 6859 | |
| 3 | 5155 | |
| 4 | 3457 |
| Value | Count | Frequency (%) |
| 37 | 1 | |
| 30 | 2 | |
| 28 | 1 | |
| 25 | 2 | |
| 23 | 1 |
max_bal_bc
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 13379 |
|---|---|
| Distinct (%) | 37.8% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5820.818577 |
| Minimum | 0 |
|---|---|
| Maximum | 180000 |
| Zeros | 862 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 346 |
| Q1 | 2270 |
| median | 4407 |
| Q3 | 7668 |
| 95-th percentile | 16450.5 |
| Maximum | 180000 |
| Range | 180000 |
| Interquartile range (IQR) | 5398 |
Descriptive statistics
| Standard deviation | 5437.542941 |
|---|---|
| Coefficient of variation (CV) | 0.9341543408 |
| Kurtosis | 39.30335174 |
| Mean | 5820.818577 |
| Median Absolute Deviation (MAD) | 2481 |
| Skewness | 3.166369983 |
| Sum | 206237423 |
| Variance | 29566873.23 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 862 | 1.6% |
| 2700 | 15 | < 0.1% |
| 2914 | 13 | < 0.1% |
| 2500 | 13 | < 0.1% |
| 2233 | 13 | < 0.1% |
| 4000 | 13 | < 0.1% |
| 4400 | 13 | < 0.1% |
| 1849 | 12 | < 0.1% |
| 3412 | 12 | < 0.1% |
| 2200 | 12 | < 0.1% |
| Other values (13369) | 34453 | |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 862 | |
| 1 | 4 | < 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 180000 | 1 | |
| 83047 | 1 | |
| 74447 | 1 | |
| 72000 | 1 | |
| 61867 | 1 |
all_util
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 19387 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.55244736 |
| Minimum | 0 |
|---|---|
| Maximum | 167 |
| Zeros | 73 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 42 |
| median | 57 |
| Q3 | 71 |
| 95-th percentile | 89 |
| Maximum | 167 |
| Range | 167 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 20.96238999 |
|---|---|
| Coefficient of variation (CV) | 0.370671668 |
| Kurtosis | -0.09959245753 |
| Mean | 56.55244736 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.1094494943 |
| Sum | 2003427 |
| Variance | 439.421794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58 | 720 | 1.3% |
| 56 | 714 | 1.3% |
| 61 | 673 | 1.2% |
| 67 | 666 | 1.2% |
| 60 | 664 | 1.2% |
| 65 | 664 | 1.2% |
| 57 | 662 | 1.2% |
| 59 | 661 | 1.2% |
| 62 | 659 | 1.2% |
| 64 | 646 | 1.2% |
| Other values (133) | 28697 | |
| (Missing) | 19387 |
| Value | Count | Frequency (%) |
| 0 | 73 | |
| 1 | 45 | |
| 2 | 38 | |
| 3 | 41 | |
| 4 | 47 |
| Value | Count | Frequency (%) |
| 167 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 144 | 1 |
total_rev_hi_lim
Real number (ℝ)
| Distinct | 3246 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35093.61064 |
| Minimum | 0 |
|---|---|
| Maximum | 750200 |
| Zeros | 28 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6000 |
| Q1 | 14700 |
| median | 25700 |
| Q3 | 44000 |
| 95-th percentile | 92200 |
| Maximum | 750200 |
| Range | 750200 |
| Interquartile range (IQR) | 29300 |
Descriptive statistics
| Standard deviation | 35034.26461 |
|---|---|
| Coefficient of variation (CV) | 0.9983089221 |
| Kurtosis | 41.86744829 |
| Mean | 35093.61064 |
| Median Absolute Deviation (MAD) | 13100 |
| Skewness | 4.53917381 |
| Sum | 1923586080 |
| Variance | 1227399697 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11000 | 195 | 0.4% |
| 15000 | 182 | 0.3% |
| 12500 | 181 | 0.3% |
| 16000 | 178 | 0.3% |
| 10000 | 176 | 0.3% |
| 16500 | 174 | 0.3% |
| 13000 | 173 | 0.3% |
| 8000 | 170 | 0.3% |
| 19500 | 170 | 0.3% |
| 18000 | 168 | 0.3% |
| Other values (3236) | 53046 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 200 | 3 | < 0.1% |
| 300 | 8 | < 0.1% |
| 400 | 1 | < 0.1% |
| 500 | 17 |
| Value | Count | Frequency (%) |
| 750200 | 1 | |
| 678300 | 1 | |
| 663500 | 1 | |
| 644900 | 1 | |
| 642700 | 1 |
inq_fi
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.005644774 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 17655 |
| Zeros (%) | 32.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.463111866 |
|---|---|
| Coefficient of variation (CV) | 1.454899288 |
| Kurtosis | 12.11106437 |
| Mean | 1.005644774 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.594602884 |
| Sum | 35631 |
| Variance | 2.140696332 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17655 | |
| 1 | 9000 | |
| 2 | 4435 | 8.1% |
| 3 | 2176 | 4.0% |
| 4 | 1033 | 1.9% |
| 5 | 539 | 1.0% |
| 6 | 261 | 0.5% |
| 7 | 134 | 0.2% |
| 8 | 84 | 0.2% |
| 9 | 53 | 0.1% |
| Other values (10) | 61 | 0.1% |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 17655 | |
| 1 | 9000 | |
| 2 | 4435 | 8.1% |
| 3 | 2176 | 4.0% |
| 4 | 1033 | 1.9% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 20 | 2 | |
| 17 | 1 | < 0.1% |
| 16 | 4 | |
| 15 | 2 |
total_cu_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.483757162 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 19071 |
| Zeros (%) | 34.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.656272444 |
|---|---|
| Coefficient of variation (CV) | 1.79023395 |
| Kurtosis | 17.15641028 |
| Mean | 1.483757162 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.309314632 |
| Sum | 52571 |
| Variance | 7.055783298 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19071 | |
| 1 | 6022 | 11.0% |
| 2 | 3245 | 5.9% |
| 3 | 2155 | 3.9% |
| 4 | 1361 | 2.5% |
| 5 | 992 | 1.8% |
| 6 | 680 | 1.2% |
| 7 | 496 | 0.9% |
| 8 | 347 | 0.6% |
| 9 | 284 | 0.5% |
| Other values (25) | 778 | 1.4% |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 19071 | |
| 1 | 6022 | 11.0% |
| 2 | 3245 | 5.9% |
| 3 | 2155 | 3.9% |
| 4 | 1361 | 2.5% |
| Value | Count | Frequency (%) |
| 40 | 1 | |
| 35 | 2 | |
| 34 | 1 | |
| 32 | 1 | |
| 31 | 2 |
inq_last_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 19382 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.007055968 |
| Minimum | 0 |
|---|---|
| Maximum | 35 |
| Zeros | 10254 |
| Zeros (%) | 18.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 35 |
| Range | 35 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.331576105 |
|---|---|
| Coefficient of variation (CV) | 1.16168963 |
| Kurtosis | 10.43031496 |
| Mean | 2.007055968 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.334392986 |
| Sum | 71112 |
| Variance | 5.436247135 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10254 | |
| 1 | 8618 | |
| 2 | 6047 | 11.0% |
| 3 | 3836 | 7.0% |
| 4 | 2501 | 4.6% |
| 5 | 1519 | 2.8% |
| 6 | 908 | 1.7% |
| 7 | 593 | 1.1% |
| 8 | 386 | 0.7% |
| 9 | 252 | 0.5% |
| Other values (21) | 517 | 0.9% |
| (Missing) | 19382 |
| Value | Count | Frequency (%) |
| 0 | 10254 | |
| 1 | 8618 | |
| 2 | 6047 | |
| 3 | 3836 | 7.0% |
| 4 | 2501 | 4.6% |
| Value | Count | Frequency (%) |
| 35 | 1 | |
| 32 | 1 | |
| 31 | 1 | |
| 27 | 1 | |
| 26 | 1 |
acc_open_past_24mths
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.488351304 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 2414 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.140782593 |
|---|---|
| Coefficient of variation (CV) | 0.6997630934 |
| Kurtosis | 3.905866551 |
| Mean | 4.488351304 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.383416527 |
| Sum | 246020 |
| Variance | 9.864515294 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 8177 | |
| 2 | 7728 | |
| 4 | 7630 | |
| 5 | 6473 | |
| 1 | 5685 | |
| 6 | 4961 | |
| 7 | 3621 | |
| 8 | 2659 | 4.9% |
| 0 | 2414 | 4.4% |
| 9 | 1766 | 3.2% |
| Other values (24) | 3699 |
| Value | Count | Frequency (%) |
| 0 | 2414 | 4.4% |
| 1 | 5685 | |
| 2 | 7728 | |
| 3 | 8177 | |
| 4 | 7630 |
| Value | Count | Frequency (%) |
| 40 | 1 | |
| 35 | 1 | |
| 34 | 1 | |
| 30 | 2 | |
| 29 | 1 |
avg_cur_bal
Real number (ℝ)
| Distinct | 26013 |
|---|---|
| Distinct (%) | 47.5% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13647.84974 |
| Minimum | 0 |
|---|---|
| Maximum | 447433 |
| Zeros | 18 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1053 |
| Q1 | 3053 |
| median | 7439 |
| Q3 | 18950.5 |
| 95-th percentile | 44177 |
| Maximum | 447433 |
| Range | 447433 |
| Interquartile range (IQR) | 15897.5 |
Descriptive statistics
| Standard deviation | 16607.6169 |
|---|---|
| Coefficient of variation (CV) | 1.216866922 |
| Kurtosis | 37.37563927 |
| Mean | 13647.84974 |
| Median Absolute Deviation (MAD) | 5472 |
| Skewness | 3.836108442 |
| Sum | 748052292 |
| Variance | 275812939.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18 | < 0.1% |
| 2042 | 16 | < 0.1% |
| 2668 | 15 | < 0.1% |
| 2012 | 15 | < 0.1% |
| 2645 | 13 | < 0.1% |
| 3237 | 13 | < 0.1% |
| 1792 | 12 | < 0.1% |
| 1805 | 12 | < 0.1% |
| 2779 | 12 | < 0.1% |
| 2816 | 12 | < 0.1% |
| Other values (26003) | 54673 |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 1 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 447433 | 1 | |
| 391669 | 1 | |
| 341236 | 1 | |
| 316717 | 1 | |
| 307805 | 1 |
bc_open_to_buy
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 23634 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 562 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11773.1571 |
| Minimum | 0 |
|---|---|
| Maximum | 507259 |
| Zeros | 691 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 176 |
| Q1 | 1790.5 |
| median | 5644 |
| Q3 | 14677.5 |
| 95-th percentile | 43655.5 |
| Maximum | 507259 |
| Range | 507259 |
| Interquartile range (IQR) | 12887 |
Descriptive statistics
| Standard deviation | 17262.59133 |
|---|---|
| Coefficient of variation (CV) | 1.466266965 |
| Kurtosis | 34.48058303 |
| Mean | 11773.1571 |
| Median Absolute Deviation (MAD) | 4710 |
| Skewness | 4.024244098 |
| Sum | 638705546 |
| Variance | 297997059.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 691 | 1.3% |
| 2000 | 60 | 0.1% |
| 500 | 46 | 0.1% |
| 1000 | 46 | 0.1% |
| 2500 | 33 | 0.1% |
| 300 | 33 | 0.1% |
| 3000 | 32 | 0.1% |
| 4000 | 32 | 0.1% |
| 5000 | 31 | 0.1% |
| 1500 | 30 | 0.1% |
| Other values (23624) | 53217 | |
| (Missing) | 562 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 691 | |
| 1 | 4 | < 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 8 | < 0.1% |
| 4 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 507259 | 1 | |
| 283749 | 1 | |
| 273284 | 1 | |
| 252982 | 1 | |
| 244887 | 1 |
bc_util
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 1111 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 586 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.25726483 |
| Minimum | 0 |
|---|---|
| Maximum | 182.5 |
| Zeros | 676 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.6 |
| Q1 | 34.5 |
| median | 59.5 |
| Q3 | 82.5 |
| 95-th percentile | 97.6 |
| Maximum | 182.5 |
| Range | 182.5 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 28.6131363 |
|---|---|
| Coefficient of variation (CV) | 0.4997293598 |
| Kurtosis | -1.033945377 |
| Mean | 57.25726483 |
| Median Absolute Deviation (MAD) | 23.9 |
| Skewness | -0.2459204333 |
| Sum | 3104889.7 |
| Variance | 818.7115687 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 676 | 1.2% |
| 98 | 161 | 0.3% |
| 99 | 129 | 0.2% |
| 96 | 129 | 0.2% |
| 95 | 128 | 0.2% |
| 97 | 122 | 0.2% |
| 86 | 111 | 0.2% |
| 90 | 108 | 0.2% |
| 85 | 104 | 0.2% |
| 97.9 | 103 | 0.2% |
| Other values (1101) | 52456 | |
| (Missing) | 586 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 676 | |
| 0.1 | 41 | 0.1% |
| 0.2 | 54 | 0.1% |
| 0.3 | 45 | 0.1% |
| 0.4 | 31 | 0.1% |
| Value | Count | Frequency (%) |
| 182.5 | 1 | |
| 165.3 | 1 | |
| 152.5 | 1 | |
| 140.9 | 1 | |
| 132.5 | 1 |
chargeoff_within_12_mths
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.008975972853 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 54367 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1058032785 |
|---|---|
| Coefficient of variation (CV) | 11.78738843 |
| Kurtosis | 336.8567173 |
| Mean | 0.008975972853 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.27243571 |
| Sum | 492 |
| Variance | 0.01119433375 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 54367 | |
| 1 | 412 | 0.8% |
| 2 | 26 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 54367 | |
| 1 | 412 | 0.8% |
| 2 | 26 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 26 | < 0.1% |
| 1 | 412 |
delinq_amnt
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 143 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.70061847 |
| Minimum | 0 |
|---|---|
| Maximum | 65618 |
| Zeros | 54647 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 65618 |
| Range | 65618 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 776.7990466 |
|---|---|
| Coefficient of variation (CV) | 56.69810078 |
| Kurtosis | 5655.157878 |
| Mean | 13.70061847 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 73.06665215 |
| Sum | 750972 |
| Variance | 603416.7587 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 54647 | |
| 30 | 4 | < 0.1% |
| 65000 | 4 | < 0.1% |
| 25 | 4 | < 0.1% |
| 56 | 3 | < 0.1% |
| 32 | 3 | < 0.1% |
| 408 | 2 | < 0.1% |
| 57 | 2 | < 0.1% |
| 373 | 2 | < 0.1% |
| 62 | 2 | < 0.1% |
| Other values (133) | 140 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 54647 | |
| 1 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 65618 | 1 | < 0.1% |
| 65000 | 4 | |
| 56708 | 1 | < 0.1% |
| 46994 | 1 | < 0.1% |
| 46557 | 1 | < 0.1% |
mo_sin_old_il_acct
Real number (ℝ)
| Distinct | 403 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 1712 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.7371424 |
| Minimum | 1 |
|---|---|
| Maximum | 558 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 95 |
| median | 130 |
| Q3 | 154 |
| 95-th percentile | 214 |
| Maximum | 558 |
| Range | 557 |
| Interquartile range (IQR) | 59 |
Descriptive statistics
| Standard deviation | 53.65277798 |
|---|---|
| Coefficient of variation (CV) | 0.4267058797 |
| Kurtosis | 1.684586902 |
| Mean | 125.7371424 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 0.3503031815 |
| Sum | 6676768 |
| Variance | 2878.620584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 121 | 652 | 1.2% |
| 139 | 648 | 1.2% |
| 127 | 641 | 1.2% |
| 125 | 639 | 1.2% |
| 122 | 636 | 1.2% |
| 123 | 635 | 1.2% |
| 133 | 632 | 1.2% |
| 126 | 626 | 1.1% |
| 131 | 621 | 1.1% |
| 130 | 600 | 1.1% |
| Other values (393) | 46771 | |
| (Missing) | 1712 | 3.1% |
| Value | Count | Frequency (%) |
| 1 | 25 | |
| 2 | 18 | < 0.1% |
| 3 | 46 | |
| 4 | 27 | |
| 5 | 48 |
| Value | Count | Frequency (%) |
| 558 | 1 | |
| 527 | 1 | |
| 518 | 1 | |
| 500 | 1 | |
| 488 | 1 |
mo_sin_old_rev_tl_op
Real number (ℝ)
| Distinct | 616 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.4154671 |
| Minimum | 6 |
|---|---|
| Maximum | 680 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 116 |
| median | 164 |
| Q3 | 232 |
| 95-th percentile | 368 |
| Maximum | 680 |
| Range | 674 |
| Interquartile range (IQR) | 116 |
Descriptive statistics
| Standard deviation | 96.91894199 |
|---|---|
| Coefficient of variation (CV) | 0.53423748 |
| Kurtosis | 1.17515904 |
| Mean | 181.4154671 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 0.9699940996 |
| Sum | 9943926 |
| Variance | 9393.281317 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 140 | 335 | 0.6% |
| 127 | 320 | 0.6% |
| 134 | 317 | 0.6% |
| 139 | 317 | 0.6% |
| 132 | 310 | 0.6% |
| 136 | 308 | 0.6% |
| 144 | 305 | 0.6% |
| 133 | 303 | 0.6% |
| 128 | 302 | 0.6% |
| 157 | 300 | 0.5% |
| Other values (606) | 51696 |
| Value | Count | Frequency (%) |
| 6 | 2 | < 0.1% |
| 7 | 3 | |
| 9 | 4 | |
| 10 | 4 | |
| 11 | 7 |
| Value | Count | Frequency (%) |
| 680 | 1 | |
| 669 | 1 | |
| 666 | 2 | |
| 658 | 1 | |
| 650 | 1 |
mo_sin_rcnt_rev_tl_op
Real number (ℝ)
| Distinct | 188 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.03694379 |
| Minimum | 0 |
|---|---|
| Maximum | 323 |
| Zeros | 832 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 46 |
| Maximum | 323 |
| Range | 323 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 17.49993181 |
|---|---|
| Coefficient of variation (CV) | 1.246705271 |
| Kurtosis | 22.025863 |
| Mean | 14.03694379 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.600884951 |
| Sum | 769407 |
| Variance | 306.2476135 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 4219 | 7.7% |
| 3 | 4046 | 7.4% |
| 4 | 3664 | 6.7% |
| 1 | 3426 | 6.3% |
| 5 | 3422 | 6.2% |
| 6 | 2910 | 5.3% |
| 7 | 2651 | 4.8% |
| 8 | 2420 | 4.4% |
| 9 | 2094 | 3.8% |
| 10 | 1900 | 3.5% |
| Other values (178) | 24061 |
| Value | Count | Frequency (%) |
| 0 | 832 | 1.5% |
| 1 | 3426 | |
| 2 | 4219 | |
| 3 | 4046 | |
| 4 | 3664 |
| Value | Count | Frequency (%) |
| 323 | 1 | |
| 315 | 1 | |
| 280 | 1 | |
| 265 | 1 | |
| 262 | 1 |
mo_sin_rcnt_tl
Real number (ℝ)
| Distinct | 123 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.279003156 |
| Minimum | 0 |
|---|---|
| Maximum | 233 |
| Zeros | 853 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 23 |
| Maximum | 233 |
| Range | 233 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 8.969069797 |
|---|---|
| Coefficient of variation (CV) | 1.083351417 |
| Kurtosis | 37.16935058 |
| Mean | 8.279003156 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.221855882 |
| Sum | 453797 |
| Variance | 80.44421303 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 5851 | 10.7% |
| 3 | 5717 | 10.4% |
| 4 | 4990 | 9.1% |
| 1 | 4525 | 8.3% |
| 5 | 4490 | 8.2% |
| 6 | 3778 | 6.9% |
| 7 | 3334 | 6.1% |
| 8 | 2915 | 5.3% |
| 9 | 2397 | 4.4% |
| 10 | 2020 | 3.7% |
| Other values (113) | 14796 |
| Value | Count | Frequency (%) |
| 0 | 853 | 1.6% |
| 1 | 4525 | |
| 2 | 5851 | |
| 3 | 5717 | |
| 4 | 4990 |
| Value | Count | Frequency (%) |
| 233 | 1 | |
| 183 | 1 | |
| 164 | 1 | |
| 153 | 1 | |
| 143 | 1 |
mort_acc
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.564464634 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 22934 |
| Zeros (%) | 41.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.901872199 |
|---|---|
| Coefficient of variation (CV) | 1.215669666 |
| Kurtosis | 4.372241225 |
| Mean | 1.564464634 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.627768948 |
| Sum | 85753 |
| Variance | 3.617117861 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22934 | |
| 1 | 9658 | |
| 2 | 8126 | 14.8% |
| 3 | 5855 | 10.7% |
| 4 | 3786 | 6.9% |
| 5 | 2138 | 3.9% |
| 6 | 1133 | 2.1% |
| 7 | 569 | 1.0% |
| 8 | 305 | 0.6% |
| 9 | 158 | 0.3% |
| Other values (12) | 151 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 22934 | |
| 1 | 9658 | |
| 2 | 8126 | 14.8% |
| 3 | 5855 | 10.7% |
| 4 | 3786 | 6.9% |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 22 | 2 | |
| 19 | 3 | |
| 18 | 2 | |
| 17 | 3 |
mths_since_recent_bc
Real number (ℝ)
| Distinct | 324 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 533 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.8513633 |
| Minimum | 0 |
|---|---|
| Maximum | 534 |
| Zeros | 340 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 14 |
| Q3 | 30 |
| 95-th percentile | 89 |
| Maximum | 534 |
| Range | 534 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 32.4431506 |
|---|---|
| Coefficient of variation (CV) | 1.305487759 |
| Kurtosis | 20.95044278 |
| Mean | 24.8513633 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 3.561022098 |
| Sum | 1348932 |
| Variance | 1052.558021 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2620 | 4.8% |
| 2 | 2611 | 4.8% |
| 4 | 2520 | 4.6% |
| 5 | 2437 | 4.4% |
| 6 | 2112 | 3.9% |
| 7 | 2087 | 3.8% |
| 8 | 1922 | 3.5% |
| 9 | 1770 | 3.2% |
| 1 | 1680 | 3.1% |
| 10 | 1673 | 3.1% |
| Other values (314) | 32848 |
| Value | Count | Frequency (%) |
| 0 | 340 | 0.6% |
| 1 | 1680 | |
| 2 | 2611 | |
| 3 | 2620 | |
| 4 | 2520 |
| Value | Count | Frequency (%) |
| 534 | 1 | |
| 475 | 1 | |
| 474 | 1 | |
| 466 | 1 | |
| 438 | 1 |
mths_since_recent_bc_dlq
Real number (ℝ)
| Distinct | 124 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 41845 |
| Missing (%) | 76.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.39851943 |
| Minimum | 0 |
|---|---|
| Maximum | 195 |
| Zeros | 22 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 20 |
| median | 37 |
| Q3 | 58 |
| 95-th percentile | 77 |
| Maximum | 195 |
| Range | 195 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 22.64568859 |
|---|---|
| Coefficient of variation (CV) | 0.5747852689 |
| Kurtosis | -0.6200079563 |
| Mean | 39.39851943 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.3132430411 |
| Sum | 510920 |
| Variance | 512.8272115 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 214 | 0.4% |
| 18 | 214 | 0.4% |
| 27 | 213 | 0.4% |
| 45 | 213 | 0.4% |
| 46 | 205 | 0.4% |
| 32 | 204 | 0.4% |
| 48 | 203 | 0.4% |
| 37 | 203 | 0.4% |
| 19 | 201 | 0.4% |
| 39 | 199 | 0.4% |
| Other values (114) | 10899 | 19.9% |
| (Missing) | 41845 |
| Value | Count | Frequency (%) |
| 0 | 22 | < 0.1% |
| 1 | 62 | |
| 2 | 67 | |
| 3 | 115 | |
| 4 | 122 |
| Value | Count | Frequency (%) |
| 195 | 1 | |
| 134 | 1 | |
| 128 | 1 | |
| 125 | 1 | |
| 121 | 1 |
mths_since_recent_inq
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6160 |
| Missing (%) | 11.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.085770662 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 4045 |
| Zeros (%) | 7.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 19 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.975691872 |
|---|---|
| Coefficient of variation (CV) | 0.8433369011 |
| Kurtosis | -0.06361768595 |
| Mean | 7.085770662 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.8778960529 |
| Sum | 344744 |
| Variance | 35.70889335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5262 | 9.6% |
| 2 | 4246 | 7.7% |
| 0 | 4045 | 7.4% |
| 3 | 3809 | 6.9% |
| 4 | 3565 | 6.5% |
| 5 | 3179 | 5.8% |
| 6 | 2869 | 5.2% |
| 7 | 2700 | 4.9% |
| 8 | 2451 | 4.5% |
| 9 | 2147 | 3.9% |
| Other values (15) | 14380 | |
| (Missing) | 6160 |
| Value | Count | Frequency (%) |
| 0 | 4045 | |
| 1 | 5262 | |
| 2 | 4246 | |
| 3 | 3809 | |
| 4 | 3565 |
| Value | Count | Frequency (%) |
| 24 | 216 | 0.4% |
| 23 | 460 | |
| 22 | 542 | |
| 21 | 552 | |
| 20 | 630 |
mths_since_recent_revol_delinq
Real number (ℝ)
| Distinct | 127 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 36579 |
| Missing (%) | 66.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.85587364 |
| Minimum | 0 |
|---|---|
| Maximum | 148 |
| Zeros | 37 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 17 |
| median | 33 |
| Q3 | 51 |
| 95-th percentile | 75 |
| Maximum | 148 |
| Range | 148 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 22.27323338 |
|---|---|
| Coefficient of variation (CV) | 0.6211878589 |
| Kurtosis | -0.5721777923 |
| Mean | 35.85587364 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4701314437 |
| Sum | 653796 |
| Variance | 496.0969251 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 331 | 0.6% |
| 11 | 327 | 0.6% |
| 27 | 324 | 0.6% |
| 14 | 324 | 0.6% |
| 18 | 323 | 0.6% |
| 20 | 321 | 0.6% |
| 16 | 315 | 0.6% |
| 13 | 311 | 0.6% |
| 7 | 309 | 0.6% |
| 19 | 307 | 0.6% |
| Other values (117) | 15042 | |
| (Missing) | 36579 |
| Value | Count | Frequency (%) |
| 0 | 37 | 0.1% |
| 1 | 114 | |
| 2 | 125 | |
| 3 | 192 | |
| 4 | 234 |
| Value | Count | Frequency (%) |
| 148 | 1 | |
| 146 | 1 | |
| 135 | 1 | |
| 134 | 1 | |
| 128 | 1 |
num_accts_ever_120_pd
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4957583055 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 42385 |
| Zeros (%) | 77.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.324455635 |
|---|---|
| Coefficient of variation (CV) | 2.671575283 |
| Kurtosis | 38.14694184 |
| Mean | 0.4957583055 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.918572409 |
| Sum | 27174 |
| Variance | 1.75418273 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 42385 | |
| 1 | 6610 | 12.1% |
| 2 | 2605 | 4.8% |
| 3 | 1260 | 2.3% |
| 4 | 687 | 1.3% |
| 5 | 453 | 0.8% |
| 6 | 276 | 0.5% |
| 7 | 168 | 0.3% |
| 8 | 131 | 0.2% |
| 9 | 85 | 0.2% |
| Other values (14) | 153 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 42385 | |
| 1 | 6610 | 12.1% |
| 2 | 2605 | 4.8% |
| 3 | 1260 | 2.3% |
| 4 | 687 | 1.3% |
| Value | Count | Frequency (%) |
| 30 | 1 | |
| 24 | 1 | |
| 22 | 2 | |
| 21 | 2 | |
| 20 | 1 |
num_actv_bc_tl
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.662342875 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 1179 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.314790365 |
|---|---|
| Coefficient of variation (CV) | 0.6320517886 |
| Kurtosis | 4.275591265 |
| Mean | 3.662342875 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.468518796 |
| Sum | 200744 |
| Variance | 5.358254432 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 11579 | |
| 2 | 11232 | |
| 4 | 8873 | |
| 1 | 6496 | |
| 5 | 5941 | |
| 6 | 3762 | 6.9% |
| 7 | 2303 | 4.2% |
| 8 | 1349 | 2.5% |
| 0 | 1179 | 2.2% |
| 9 | 803 | 1.5% |
| Other values (16) | 1296 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 1179 | 2.2% |
| 1 | 6496 | |
| 2 | 11232 | |
| 3 | 11579 | |
| 4 | 8873 |
| Value | Count | Frequency (%) |
| 30 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 23 | 2 | < 0.1% |
| 22 | 5 |
num_actv_rev_tl
Real number (ℝ)
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.608359331 |
| Minimum | 0 |
|---|---|
| Maximum | 47 |
| Zeros | 260 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 47 |
| Range | 47 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.380683917 |
|---|---|
| Coefficient of variation (CV) | 0.6027937438 |
| Kurtosis | 4.978903391 |
| Mean | 5.608359331 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.596589786 |
| Sum | 307411 |
| Variance | 11.42902375 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 8346 | |
| 3 | 7883 | |
| 5 | 7570 | |
| 6 | 6188 | |
| 2 | 5439 | |
| 7 | 4832 | |
| 8 | 3463 | |
| 9 | 2538 | 4.6% |
| 1 | 2099 | 3.8% |
| 10 | 1750 | 3.2% |
| Other values (27) | 4705 |
| Value | Count | Frequency (%) |
| 0 | 260 | 0.5% |
| 1 | 2099 | 3.8% |
| 2 | 5439 | |
| 3 | 7883 | |
| 4 | 8346 |
| Value | Count | Frequency (%) |
| 47 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 4 | |
| 32 | 2 |
num_bc_sats
Real number (ℝ)
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.770382938 |
| Minimum | 0 |
|---|---|
| Maximum | 47 |
| Zeros | 542 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 47 |
| Range | 47 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.03518747 |
|---|---|
| Coefficient of variation (CV) | 0.6362565667 |
| Kurtosis | 6.769896531 |
| Mean | 4.770382938 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.752927506 |
| Sum | 261479 |
| Variance | 9.21236298 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 9482 | |
| 4 | 9003 | |
| 2 | 7651 | |
| 5 | 7157 | |
| 6 | 5265 | |
| 7 | 3761 | 6.9% |
| 1 | 3739 | 6.8% |
| 8 | 2628 | 4.8% |
| 9 | 1726 | 3.1% |
| 10 | 1201 | 2.2% |
| Other values (29) | 3200 | 5.8% |
| Value | Count | Frequency (%) |
| 0 | 542 | 1.0% |
| 1 | 3739 | 6.8% |
| 2 | 7651 | |
| 3 | 9482 | |
| 4 | 9003 |
| Value | Count | Frequency (%) |
| 47 | 1 | |
| 42 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 35 | 2 |
num_bc_tl
Real number (ℝ)
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.706949081 |
| Minimum | 0 |
|---|---|
| Maximum | 77 |
| Zeros | 161 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.701631296 |
|---|---|
| Coefficient of variation (CV) | 0.6100509094 |
| Kurtosis | 5.156055938 |
| Mean | 7.706949081 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.500929023 |
| Sum | 422441 |
| Variance | 22.10533684 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 5912 | |
| 6 | 5592 | |
| 4 | 5533 | |
| 7 | 5060 | |
| 3 | 4630 | |
| 8 | 4504 | |
| 9 | 3765 | 6.9% |
| 10 | 3184 | 5.8% |
| 2 | 3021 | 5.5% |
| 11 | 2503 | 4.6% |
| Other values (41) | 11109 |
| Value | Count | Frequency (%) |
| 0 | 161 | 0.3% |
| 1 | 1196 | 2.2% |
| 2 | 3021 | |
| 3 | 4630 | |
| 4 | 5533 |
| Value | Count | Frequency (%) |
| 77 | 1 | |
| 70 | 1 | |
| 56 | 1 | |
| 52 | 1 | |
| 51 | 2 |
num_il_tl
Real number (ℝ)
| Distinct | 74 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.385492493 |
| Minimum | 0 |
|---|---|
| Maximum | 104 |
| Zeros | 1713 |
| Zeros (%) | 3.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 23 |
| Maximum | 104 |
| Range | 104 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.358639528 |
|---|---|
| Coefficient of variation (CV) | 0.8775441078 |
| Kurtosis | 7.50055809 |
| Mean | 8.385492493 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.098475496 |
| Sum | 459634 |
| Variance | 54.14957571 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 4849 | 8.8% |
| 4 | 4734 | 8.6% |
| 5 | 4537 | 8.3% |
| 2 | 4431 | 8.1% |
| 6 | 4133 | 7.5% |
| 7 | 3688 | 6.7% |
| 1 | 3336 | 6.1% |
| 8 | 3212 | 5.9% |
| 9 | 2755 | 5.0% |
| 10 | 2482 | 4.5% |
| Other values (64) | 16656 |
| Value | Count | Frequency (%) |
| 0 | 1713 | 3.1% |
| 1 | 3336 | |
| 2 | 4431 | |
| 3 | 4849 | |
| 4 | 4734 |
| Value | Count | Frequency (%) |
| 104 | 1 | |
| 86 | 2 | |
| 79 | 2 | |
| 78 | 2 | |
| 72 | 1 |
num_op_rev_tl
Real number (ℝ)
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.256088884 |
| Minimum | 0 |
|---|---|
| Maximum | 77 |
| Zeros | 21 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.727327969 |
|---|---|
| Coefficient of variation (CV) | 0.572586855 |
| Kurtosis | 5.545797887 |
| Mean | 8.256088884 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.598965855 |
| Sum | 452541 |
| Variance | 22.34762972 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 5873 | |
| 6 | 5871 | |
| 7 | 5540 | |
| 4 | 5081 | |
| 8 | 4929 | |
| 9 | 4284 | 7.8% |
| 3 | 3632 | 6.6% |
| 10 | 3549 | 6.5% |
| 11 | 2825 | 5.2% |
| 12 | 2262 | 4.1% |
| Other values (44) | 10967 |
| Value | Count | Frequency (%) |
| 0 | 21 | < 0.1% |
| 1 | 465 | 0.8% |
| 2 | 1974 | 3.6% |
| 3 | 3632 | |
| 4 | 5081 |
| Value | Count | Frequency (%) |
| 77 | 1 | < 0.1% |
| 60 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 55 | 3 | |
| 53 | 1 | < 0.1% |
num_rev_accts
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.00379472 |
| Minimum | 2 |
|---|---|
| Maximum | 103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 29 |
| Maximum | 103 |
| Range | 101 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.099977353 |
|---|---|
| Coefficient of variation (CV) | 0.5784130313 |
| Kurtosis | 3.668878528 |
| Mean | 14.00379472 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.396997417 |
| Sum | 767590 |
| Variance | 65.60963312 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 3300 | 6.0% |
| 8 | 3289 | 6.0% |
| 9 | 3263 | 6.0% |
| 11 | 3251 | 5.9% |
| 12 | 3038 | 5.5% |
| 7 | 3026 | 5.5% |
| 13 | 2857 | 5.2% |
| 6 | 2736 | 5.0% |
| 14 | 2718 | 5.0% |
| 15 | 2441 | 4.5% |
| Other values (68) | 24894 |
| Value | Count | Frequency (%) |
| 2 | 539 | 1.0% |
| 3 | 1100 | |
| 4 | 1809 | |
| 5 | 2395 | |
| 6 | 2736 |
| Value | Count | Frequency (%) |
| 103 | 1 | |
| 92 | 1 | |
| 91 | 1 | |
| 88 | 1 | |
| 80 | 1 |
num_rev_tl_bal_gt_0
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.562804444 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 257 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.303134204 |
|---|---|
| Coefficient of variation (CV) | 0.5937893804 |
| Kurtosis | 4.310368379 |
| Mean | 5.562804444 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.514135945 |
| Sum | 304914 |
| Variance | 10.91069557 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 8414 | |
| 3 | 7918 | |
| 5 | 7691 | |
| 6 | 6243 | |
| 2 | 5440 | |
| 7 | 4795 | |
| 8 | 3432 | |
| 9 | 2547 | 4.6% |
| 1 | 2094 | 3.8% |
| 10 | 1720 | 3.1% |
| Other values (25) | 4519 |
| Value | Count | Frequency (%) |
| 0 | 257 | 0.5% |
| 1 | 2094 | 3.8% |
| 2 | 5440 | |
| 3 | 7918 | |
| 4 | 8414 |
| Value | Count | Frequency (%) |
| 42 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 32 | 3 | |
| 31 | 4 | |
| 30 | 4 |
num_sats
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.64402605 |
| Minimum | 0 |
|---|---|
| Maximum | 81 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 81 |
| Range | 81 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.687491182 |
|---|---|
| Coefficient of variation (CV) | 0.4884471364 |
| Kurtosis | 3.731214128 |
| Mean | 11.64402605 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.35210079 |
| Sum | 638244 |
| Variance | 32.34755594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 4707 | 8.6% |
| 8 | 4583 | 8.4% |
| 10 | 4500 | 8.2% |
| 11 | 4331 | 7.9% |
| 7 | 4195 | 7.7% |
| 12 | 3828 | 7.0% |
| 6 | 3573 | 6.5% |
| 13 | 3373 | 6.2% |
| 14 | 2835 | 5.2% |
| 5 | 2609 | 4.8% |
| Other values (49) | 16279 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 35 | 0.1% |
| 2 | 281 | 0.5% |
| 3 | 748 | |
| 4 | 1632 |
| Value | Count | Frequency (%) |
| 81 | 1 | |
| 67 | 1 | |
| 62 | 2 | |
| 60 | 2 | |
| 58 | 1 |
num_tl_120dpd_2m
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2007 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0005302427754 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 52779 |
| Zeros (%) | 96.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.02382953746 |
|---|---|
| Coefficient of variation (CV) | 44.94080554 |
| Kurtosis | 2459.721602 |
| Mean | 0.0005302427754 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 47.51860535 |
| Sum | 28 |
| Variance | 0.0005678468555 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 52779 | |
| 1 | 26 | < 0.1% |
| 2 | 1 | < 0.1% |
| (Missing) | 2007 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 52779 | |
| 1 | 26 | < 0.1% |
| 2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 1 | 26 | < 0.1% |
| 0 | 52779 |
num_tl_30dpd
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.002900771715 |
| Minimum | 0 |
|---|---|
| Maximum | 3 |
| Zeros | 54666 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 3 |
| Range | 3 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.05833735553 |
|---|---|
| Coefficient of variation (CV) | 20.11097779 |
| Kurtosis | 665.0401366 |
| Mean | 0.002900771715 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.28436143 |
| Sum | 159 |
| Variance | 0.00340324705 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 54666 | |
| 1 | 137 | 0.2% |
| 2 | 8 | < 0.1% |
| 3 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 54666 | |
| 1 | 137 | 0.2% |
| 2 | 8 | < 0.1% |
| 3 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3 | 2 | < 0.1% |
| 2 | 8 | < 0.1% |
| 1 | 137 | 0.2% |
| 0 | 54666 |
num_tl_90g_dpd_24m
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0789776148 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 51951 |
| Zeros (%) | 94.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4734254796 |
|---|---|
| Coefficient of variation (CV) | 5.994426153 |
| Kurtosis | 353.7641417 |
| Mean | 0.0789776148 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.51739014 |
| Sum | 4329 |
| Variance | 0.2241316848 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 51951 | |
| 1 | 2181 | 4.0% |
| 2 | 415 | 0.8% |
| 3 | 112 | 0.2% |
| 4 | 50 | 0.1% |
| 5 | 32 | 0.1% |
| 6 | 26 | < 0.1% |
| 8 | 12 | < 0.1% |
| 7 | 9 | < 0.1% |
| 9 | 6 | < 0.1% |
| Other values (9) | 19 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 51951 | |
| 1 | 2181 | 4.0% |
| 2 | 415 | 0.8% |
| 3 | 112 | 0.2% |
| 4 | 50 | 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 16 | 2 | |
| 14 | 3 |
num_tl_op_past_12m
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.059639137 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 10466 |
| Zeros (%) | 19.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.820224384 |
|---|---|
| Coefficient of variation (CV) | 0.8837588835 |
| Kurtosis | 3.983399917 |
| Mean | 2.059639137 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.463724452 |
| Sum | 112895 |
| Variance | 3.313216808 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 14232 | |
| 2 | 12084 | |
| 0 | 10466 | |
| 3 | 8207 | |
| 4 | 4838 | 8.8% |
| 5 | 2434 | 4.4% |
| 6 | 1201 | 2.2% |
| 7 | 646 | 1.2% |
| 8 | 299 | 0.5% |
| 9 | 166 | 0.3% |
| Other values (9) | 240 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 10466 | |
| 1 | 14232 | |
| 2 | 12084 | |
| 3 | 8207 | |
| 4 | 4838 | 8.8% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 7 | < 0.1% |
| 14 | 20 |
pct_tl_nvr_dlq
Real number (ℝ)
| Distinct | 414 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 6 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.1513511 |
| Minimum | 12.5 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 12.5 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 91.7 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 87.5 |
| Interquartile range (IQR) | 8.3 |
Descriptive statistics
| Standard deviation | 8.976198255 |
|---|---|
| Coefficient of variation (CV) | 0.09533796542 |
| Kurtosis | 6.180369811 |
| Mean | 94.1513511 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.211795392 |
| Sum | 5160153.1 |
| Variance | 80.57213512 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 27823 | |
| 90 | 690 | 1.3% |
| 95 | 689 | 1.3% |
| 91.7 | 604 | 1.1% |
| 87.5 | 583 | 1.1% |
| 92.9 | 581 | 1.1% |
| 90.9 | 573 | 1.0% |
| 92.3 | 567 | 1.0% |
| 88.9 | 562 | 1.0% |
| 93.3 | 531 | 1.0% |
| Other values (404) | 21604 |
| Value | Count | Frequency (%) |
| 12.5 | 1 | < 0.1% |
| 14.3 | 1 | < 0.1% |
| 22.2 | 1 | < 0.1% |
| 23.1 | 1 | < 0.1% |
| 25 | 3 |
| Value | Count | Frequency (%) |
| 100 | 27823 | |
| 99 | 1 | < 0.1% |
| 98.9 | 2 | < 0.1% |
| 98.8 | 3 | < 0.1% |
| 98.7 | 4 | < 0.1% |
percent_bc_gt_75
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 137 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 571 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.57206703 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 15374 |
| Zeros (%) | 28.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 33.3 |
| Q3 | 66.7 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 66.7 |
Descriptive statistics
| Standard deviation | 36.18822173 |
|---|---|
| Coefficient of variation (CV) | 0.8704936828 |
| Kurtosis | -1.235419521 |
| Mean | 41.57206703 |
| Median Absolute Deviation (MAD) | 33.3 |
| Skewness | 0.3432853826 |
| Sum | 2254952.06 |
| Variance | 1309.587392 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15374 | |
| 100 | 8988 | |
| 50 | 5761 | 10.5% |
| 33.3 | 3648 | 6.7% |
| 66.7 | 3177 | 5.8% |
| 25 | 2418 | 4.4% |
| 75 | 1867 | 3.4% |
| 20 | 1650 | 3.0% |
| 40 | 1323 | 2.4% |
| 60 | 1157 | 2.1% |
| Other values (127) | 8879 |
| Value | Count | Frequency (%) |
| 0 | 15374 | |
| 0.33 | 2 | < 0.1% |
| 0.5 | 3 | < 0.1% |
| 1 | 8 | < 0.1% |
| 3.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 8988 | |
| 95.2 | 1 | < 0.1% |
| 94.1 | 1 | < 0.1% |
| 93.7 | 2 | < 0.1% |
| 93.3 | 3 | < 0.1% |
pub_rec_bankruptcies
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1327787204 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 47973 |
| Zeros (%) | 87.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3702433484 |
|---|---|
| Coefficient of variation (CV) | 2.788423833 |
| Kurtosis | 16.49324939 |
| Mean | 0.1327787204 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.273716536 |
| Sum | 7278 |
| Variance | 0.1370801371 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 47973 | |
| 1 | 6520 | 11.9% |
| 2 | 235 | 0.4% |
| 3 | 61 | 0.1% |
| 4 | 17 | < 0.1% |
| 5 | 6 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 47973 | |
| 1 | 6520 | 11.9% |
| 2 | 235 | 0.4% |
| 3 | 61 | 0.1% |
| 4 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 5 | 6 | < 0.1% |
| 4 | 17 | < 0.1% |
| 3 | 61 | 0.1% |
| 2 | 235 |
tax_liens
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0496415084 |
| Minimum | 0 |
|---|---|
| Maximum | 46 |
| Zeros | 53183 |
| Zeros (%) | 97.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 46 |
| Range | 46 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4181953497 |
|---|---|
| Coefficient of variation (CV) | 8.424307866 |
| Kurtosis | 3016.471389 |
| Mean | 0.0496415084 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 35.84821821 |
| Sum | 2721 |
| Variance | 0.1748873505 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 53183 | |
| 1 | 1086 | 2.0% |
| 2 | 328 | 0.6% |
| 3 | 102 | 0.2% |
| 4 | 57 | 0.1% |
| 5 | 20 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 8 | < 0.1% |
| 6 | 7 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (5) | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 53183 | |
| 1 | 1086 | 2.0% |
| 2 | 328 | 0.6% |
| 3 | 102 | 0.2% |
| 4 | 57 | 0.1% |
| Value | Count | Frequency (%) |
| 46 | 1 | |
| 25 | 1 | |
| 13 | 1 | |
| 12 | 2 | |
| 10 | 2 |
tot_hi_cred_lim
Real number (ℝ)
| Distinct | 45944 |
|---|---|
| Distinct (%) | 83.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180305.7346 |
| Minimum | 0 |
|---|---|
| Maximum | 4358152 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19000 |
| Q1 | 51273 |
| median | 115580 |
| Q3 | 260255 |
| 95-th percentile | 514593.8 |
| Maximum | 4358152 |
| Range | 4358152 |
| Interquartile range (IQR) | 208982 |
Descriptive statistics
| Standard deviation | 183965.8354 |
|---|---|
| Coefficient of variation (CV) | 1.020299415 |
| Kurtosis | 23.85517725 |
| Mean | 180305.7346 |
| Median Absolute Deviation (MAD) | 79880 |
| Skewness | 2.958886534 |
| Sum | 9883098228 |
| Variance | 3.38434286 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16000 | 29 | 0.1% |
| 17800 | 25 | < 0.1% |
| 22600 | 23 | < 0.1% |
| 29500 | 23 | < 0.1% |
| 11400 | 22 | < 0.1% |
| 22000 | 22 | < 0.1% |
| 19000 | 22 | < 0.1% |
| 11000 | 21 | < 0.1% |
| 14500 | 21 | < 0.1% |
| 18000 | 21 | < 0.1% |
| Other values (45934) | 54584 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 200 | 1 | |
| 300 | 2 | |
| 500 | 1 | |
| 800 | 1 |
| Value | Count | Frequency (%) |
| 4358152 | 1 | |
| 4154010 | 1 | |
| 3443521 | 1 | |
| 2971731 | 1 | |
| 2790790 | 1 |
total_bal_ex_mort
Real number (ℝ)
| Distinct | 42462 |
|---|---|
| Distinct (%) | 77.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51093.58046 |
| Minimum | 0 |
|---|---|
| Maximum | 1009178 |
| Zeros | 39 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6527.8 |
| Q1 | 20796 |
| median | 37861 |
| Q3 | 64485 |
| 95-th percentile | 139445.4 |
| Maximum | 1009178 |
| Range | 1009178 |
| Interquartile range (IQR) | 43689 |
Descriptive statistics
| Standard deviation | 49491.14664 |
|---|---|
| Coefficient of variation (CV) | 0.9686372767 |
| Kurtosis | 20.92755872 |
| Mean | 51093.58046 |
| Median Absolute Deviation (MAD) | 20030 |
| Skewness | 3.315611698 |
| Sum | 2800592426 |
| Variance | 2449373596 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 39 | 0.1% |
| 22093 | 7 | < 0.1% |
| 16453 | 7 | < 0.1% |
| 15710 | 6 | < 0.1% |
| 6644 | 6 | < 0.1% |
| 79125 | 5 | < 0.1% |
| 26795 | 5 | < 0.1% |
| 21649 | 5 | < 0.1% |
| 43411 | 5 | < 0.1% |
| 30308 | 5 | < 0.1% |
| Other values (42452) | 54723 |
| Value | Count | Frequency (%) |
| 0 | 39 | |
| 1 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1009178 | 1 | |
| 767381 | 1 | |
| 741856 | 1 | |
| 740815 | 1 | |
| 711534 | 1 |
total_bc_limit
Real number (ℝ)
| Distinct | 2208 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23615.41227 |
| Minimum | 0 |
|---|---|
| Maximum | 513700 |
| Zeros | 571 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 8300 |
| median | 16500 |
| Q3 | 31000 |
| 95-th percentile | 67800 |
| Maximum | 513700 |
| Range | 513700 |
| Interquartile range (IQR) | 22700 |
Descriptive statistics
| Standard deviation | 23568.40002 |
|---|---|
| Coefficient of variation (CV) | 0.9980092553 |
| Kurtosis | 16.320105 |
| Mean | 23615.41227 |
| Median Absolute Deviation (MAD) | 9800 |
| Skewness | 2.842606203 |
| Sum | 1294431593 |
| Variance | 555469479.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 571 | 1.0% |
| 5000 | 446 | 0.8% |
| 6000 | 386 | 0.7% |
| 4000 | 363 | 0.7% |
| 8000 | 352 | 0.6% |
| 3000 | 343 | 0.6% |
| 10000 | 334 | 0.6% |
| 7000 | 332 | 0.6% |
| 2000 | 325 | 0.6% |
| 9000 | 322 | 0.6% |
| Other values (2198) | 51039 |
| Value | Count | Frequency (%) |
| 0 | 571 | |
| 200 | 9 | < 0.1% |
| 300 | 59 | 0.1% |
| 400 | 13 | < 0.1% |
| 500 | 171 | 0.3% |
| Value | Count | Frequency (%) |
| 513700 | 1 | |
| 372000 | 1 | |
| 326700 | 1 | |
| 314000 | 1 | |
| 311900 | 1 |
total_il_high_credit_limit
Real number (ℝ)
| Distinct | 35565 |
|---|---|
| Distinct (%) | 64.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43789.48229 |
| Minimum | 0 |
|---|---|
| Maximum | 921338 |
| Zeros | 6533 |
| Zeros (%) | 11.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15000 |
| median | 32714 |
| Q3 | 58964 |
| 95-th percentile | 125751.4 |
| Maximum | 921338 |
| Range | 921338 |
| Interquartile range (IQR) | 43964 |
Descriptive statistics
| Standard deviation | 44849.1664 |
|---|---|
| Coefficient of variation (CV) | 1.024199512 |
| Kurtosis | 14.48749782 |
| Mean | 43789.48229 |
| Median Absolute Deviation (MAD) | 20714 |
| Skewness | 2.694603757 |
| Sum | 2400232893 |
| Variance | 2011447727 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6533 | 11.9% |
| 10000 | 336 | 0.6% |
| 15000 | 259 | 0.5% |
| 20000 | 210 | 0.4% |
| 5000 | 197 | 0.4% |
| 12000 | 156 | 0.3% |
| 25000 | 149 | 0.3% |
| 8000 | 131 | 0.2% |
| 6000 | 130 | 0.2% |
| 30000 | 90 | 0.2% |
| Other values (35555) | 46622 |
| Value | Count | Frequency (%) |
| 0 | 6533 | |
| 183 | 1 | < 0.1% |
| 200 | 1 | < 0.1% |
| 300 | 1 | < 0.1% |
| 485 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 921338 | 1 | |
| 558898 | 1 | |
| 557824 | 1 | |
| 548301 | 1 | |
| 547672 | 1 |
hardship_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| N | |
|---|---|
| Y | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 54812 | |
| Y | 1 | < 0.1% |
Common Values (Plot)
disbursement_method
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| Cash | |
|---|---|
| DirectPay | 2082 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cash |
|---|---|
| 2nd row | Cash |
| 3rd row | Cash |
| 4th row | Cash |
| 5th row | Cash |
Common Values
| Value | Count | Frequency (%) |
| Cash | 52731 | |
| DirectPay | 2082 | 3.8% |
Common Values (Plot)
debt_settlement_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 428.4 KiB |
| N | |
|---|---|
| Y | 523 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 54290 | |
| Y | 523 | 1.0% |
Common Values (Plot)
loan_status_dv
Real number (ℝ)
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9279003156 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3952 |
| Zeros (%) | 7.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 428.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2586552541 |
|---|---|
| Coefficient of variation (CV) | 0.2787532774 |
| Kurtosis | 8.948313905 |
| Mean | 0.9279003156 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.308774305 |
| Sum | 50861 |
| Variance | 0.06690254045 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 50861 | |
| 0 | 3952 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 3952 | 7.2% |
| 1 | 50861 |
| Value | Count | Frequency (%) |
| 1 | 50861 | |
| 0 | 3952 | 7.2% |